{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "200fe064",
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "import libpysal as lps\n",
    "import matplotlib.pyplot as plt\n",
    "import esda\n",
    "import matplotlib.ticker as ticker\n",
    "import datetime \n",
    "import numpy as np\n",
    "gdf = gpd.read_file('C:/Users/18295335197/Desktop/test/fix/武汉市每日病例.geojson')\n",
    "gdf.fillna(0,inplace=True)\n",
    "w_Queen = lps.weights.Queen.from_dataframe(gdf)\n",
    "w_Rook = lps.weights.Rook.from_dataframe(gdf)\n",
    "w_gaussian=lps.weights.Kernel.from_dataframe(gdf,function='gaussian',fixed=False,k=12)\n",
    "w_KNN=lps.weights.KNN.from_dataframe(gdf,k = 12)\n",
    "w_list=([w_Queen,w_Rook,w_gaussian,w_KNN])\n",
    "columns=['Queen','Rook','gaussian','KNN']\n",
    "list_moran=list()\n",
    "list_p=list()\n",
    "list_z=list()\n",
    "lag_list_moran=list()\n",
    "lag_list_p=list()\n",
    "lag_list_z=list()\n",
    "for w in w_list:\n",
    "    moran=list()\n",
    "    p=list()\n",
    "    z=list()\n",
    "    lag_moran=list()\n",
    "    lag_p=list()\n",
    "    lag_z=list()\n",
    "    c_list=list()\n",
    "    columns_list=list(gdf)[3:175]\n",
    "    for c in columns_list:\n",
    "        c=c[5:-9]\n",
    "        c_list.append(c)\n",
    "    for i in range (3,175):\n",
    "        y = gdf.iloc[:,i]\n",
    "        mi = esda.moran.Moran(y, w, transformation = \"r\")\n",
    "        moran.append( mi.I )\n",
    "        p.append( mi.p_sim )\n",
    "        z.append( mi.z_sim )\n",
    "        \n",
    "        \n",
    "        ylag = lps.weights.lag_spatial(w, y)\n",
    "        lag_mi = esda.moran.Moran(ylag, w, transformation = \"r\")\n",
    "        lag_moran.append( lag_mi.I )\n",
    "        lag_p.append( lag_mi.p_sim )\n",
    "        lag_z.append( lag_mi.z_sim )\n",
    "    list_moran.append(moran)\n",
    "    list_p.append(p)\n",
    "    list_z.append(z)\n",
    "    lag_list_moran.append(lag_moran)\n",
    "    lag_list_p.append(lag_p)\n",
    "    lag_list_z.append(lag_z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "62b67029",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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uMaefVz8mtpyItZk1j3R+BK1GW2qci7UL7w54lzvb3Enc+x+Qf+kSzd57D6298TPGu9vcjZ25HZ8c+QSbnj3JCQ7GkJdn6rfU4Dl3ag+DT0qcZ85k5BMfcDb1LJNWT2L0CiVeW90FufKwatOagshL6DMyqnTc9MDpxGXHsStql0ntAVh+ZjlfBX/FkOZD0Bl03L3hbg7FHmLdhXXYm9szwHvAdcfIggKSfvwBgIxNm0xuU2Xc3/5+Nk/bzGdDPqO5vfKwb2dhx9v93mZo86G8f/B95u+dzyu7X+F4wnHe6f8OQ32Glnkuc605vTx7sTt6d412rbqcfpkvj33JCN8RPNzx4VL7isItT3R5Ai87L17f+3qp/P+PjnzEubRzvLzr5eIc/7rAqBUTKeV6KWWglLKllPKdwm2vSSnXFv4upZTPSinbSik7SCkbZI11TGYMK8+upL9Xf2zNbfG082TPbXsY32J8ucfkX7xI6rJlON9zT5Xj4U5WTszuOJtd0bu4FOCAzM8n5/jxG30bjQqdQYf/38eQWg3O989ijP8YVkxcwRj/MTzc6WFWTVpFO9d2Jr2mTe/eAKStXlOl4wY1H4S7jTuLTy1Gb9ADSnbUjTqhK5lXeO/gewzwGsAngz9h2fhleNl58fS2p/k38l9G+I3AUnv9Anv6+vXorsSgdXEh/d9/a72FnxCizDRAM40Z7w98n6kBU1l/YT0bL27kwQ4PMtJvZIXn69+sP9GZ0ZxPq7kgwEeHP8JcY87cnnPL1bKxMbdhft/5RKZH8vXxrwHYe2Uve6L3MLnVZJLzknlj3xt11jJRrSgtxCANzNszD4M08EKPF4q3Fy00lUfKsuVgZobLA/dX67q3t7kdLzsvvpLbQKMh+4AaggEoiI0l5vX5nPnuM/odLyB7dB/M3ZUFSC87L97s9yaPdn4Uf0d/k1/bpksXrLt3I+mHH5D5+UYfZ6Yx4+muT3Mi4QQ/n/6Zn079xIi/RvDX2b9uyJ6FwQvRCA2v9XkNM40ZLtYuLBy2EDONGTm6HMb5Xx/ykwYDSYsXYxkQgNsTj1MQeYm88LM3ZIcpsTKzYn7f+Wyfvp1fxvzC410er/SYYb7D0Aota89dG/01Dfuu7OO/y//xYMcHK22Y0tuzN1MDpvJzyM8sDF7IO/vfwcvOi1d7v8rjnR9ny6UtHI6rm5Rt1akXsvzMcg7GHuTFni/ibW9cMZAhN5e0lSuxHz4cM7fqdc2x1FoypdUUjmSFYd62NZnbt1frPI2N05++ReqyZWg+/R4An4efrNXru86ejS4mhrR/1lXpuPEtxjPCdwSfH/2cj498jJkw47fTv1V71nY25Sx/n/ubO1rfgYetR/F2b3tvvh7+NY92erTMzJ/c06HknY3A+d6Z2A8fDkKQ8e+/AMj8fNI3bSZzzx6koW4lhm3MbYzOg3e1dmWA9wDWnluLzqAjuyCbxJxEk9ihM+j44NAHeNt5X7dIWx5zus/BxdqFb45/Q4GhgNd6v4aF1oI729yJk6UTv57+1SS2VZX6VTFRR0gp+T3sdzq6dWRKqylGH5e+cSP6tDSa3HZb5YMroINrBySS9CFdsP5yCTkhIVi3M21IoSGhz8xCbNzJvg4WpN06BFetI3e3uvEKxZLo9AY0QqDRlP2IbTtgAJZt2pD03Xc4Tp6E0Bg3/xFC8GrvVwlLDqNb0250ce/C63tf52DsweIF3e9OfMeVrCu80uuVcouW9kbv5ftT33Mm5Qy25rZl5me3dWlLW5e2ZR6fczxYeR99+2Lm6op1t66kLl9OfmQk2fv3o0tQdNDNmzfH6+OPKq2tqC9MbTWV7Ze38/e5v/nh1A+k5aWxYuKKG25F+Gf4n8pC7eDPygxllYWDhQMrJ65EZ9DhYu1SvN3KzIpbA29l8cnFnE89z19n/8LO3I5HOz96QzYaizpTR9G+uJB2gSmtplRJEzr1j6VY+Ptj0+vGcsuLYsLHuzkhrKxIXbb8hs7X0ElZuwrzPB2pE/ryzPTPuHvaGyY796WkbB5bcpQub/1Lr3e3sv3M9ZWioDhnl/vvJ//CBbJ2767SNZpYNWHdlHW81e8txrUYh5PlVSnf30N/54tjX/BX+F+8vvf1Us04sgqykFISkhjCU9ue4krmFQZ7D+bzIZ9XWKJfFjnHj2Pm5oaZhzK7d77jDtBqyTl2DMvWrWm+6BuaffQRMjeX2HfeqfKThJQSQxVCU6aiv3d/XKxceG3va8RkxZCty+bVva8abf+68+tYe24tybnJxdtSc1NZGLyQXh69yl2oLQ9HS8dSDr2I21vfjlaj5Y71d/Dr6V/5+vjXHE+onfWyRjlTT8pJYnn4cma1n2XUt+7ac2ux0Fgwym+U0dfIDQ0l5/hxms596YabAzhaOuLr4MvxnAhGjR1L2j//4P7C82jt7G7ovA0RKSWxv/xIpAd0HnSLyc//6ppTHL6YzPiOzQi+nMq9Px7iuZGBPD70+rIKh5EjiHdzI/nX37AbOLBK1yn6TFhqLZkSMIWfQ35m+t/TOZNyhiHNh9DauTVfH/8aV2tXnun2DHui9/Do1kfxsfchPT8dF2sXfhv7W5kOwxhyjh/HunOnYjscxo7FYezY68YZsrKIff11snbvxm7A9Rk0ZZEbFkbs22+TdyYcv+XLsPQ3/bpGeZhrzJkaMJUfTv3AR4M+IjYrlncOvMNvob9xd9u7SctL4/Ojn3Mp4xIAT3d9mvau7QH48dSPfHLkE0BRlxzfYjwTW07k3QPvkpmfyQs9XzBZow83GzcmtJjAP+f/4dXer7Lo+CLePfAuv4/7vcYltxulU//59M/8eOpHBIKHO11NS4rKiOJS+iVy9Dnsid7D8YTjTGgxgQ0XNjDUZ2iVClhS/liKsLLCcfLkKtmWk6/H2kJ73fb2ru05FHuIJjM+IW3lStL/+eeGwzoNkbzwcLQXr7BjnCVvmrjz0MmoNHaEJ/D8qCAeG9KK3AI9L644wUebw2nj6cCwNk1LjRcWFjjdfhuJX3xJ3oUL1XZe97S9h/S8dBJyEghyDuLlXi9jpbUiMSeRH079gLe9N18Ff0Vz++Z42nqSr8/ny6FfVtuh61JSKIi8RJNbb610rNOUySQu+oaEBQuwDAxCWJhj1qRJueOz9u7l0oOz0To4gBBceeFF/H5fYlQVtal4rPNjTA+aXtxMfM+VPXx8+GP8HPz4KeQnjsYfpa1LW2IzY7l7/d1MajWJHF0O6y+sZ7TfaGa2m8mGCxv4I+wP1p5bi4uVC18P//qGhODKYl7veTze5XHcbdyxMbdh7q65rD23lsmtJpv0OtchpayTf926dZM1QYG+QA5eNlh2+KmD7PZrNxmVESWllDJfly8HLh0o2//UXrb/qb3s8VsPOf3v6cWvd1zeUem5DXl5Mj86WuoyMmRol64yeu7LVbLt9JU02ebVDXLhtrPX7fs15FfZ/qf2MiYjRkaMGycv3nlXlc7dWEhe8Zc8HdRazv/jwRs6T2xajpz5wwF59/cH5C/7LsqY1Bz58K+HZfvXN8q0nPzicTn5Ojn2852yw+sb5aWkrOvOU5CQIEPbd5Axb7xxQ/aURZ4uT97+z+2y/U/tZedfOsuwpDCTnDdj+3Z5Oqi1zDp40KjxyUuXydNBrZV/rdvIy089LbMOHpT6rNL3Q5+bK8+OHCkjRo2WupQUmbZhozwd1FrGffKpSeyuLhl5GXLy6snFf8trI9ZKKaVMzU2VL+58Ufb4rYccuHSgfHnXyzJff/X//lL6JflN8DcyITuhxm00GAxy8urJ8p7199zwuYDDsgLf2uhm6nuv7CUxJ5GXer7E50c/54ODH/D50M/ZEbWD5NxkXu71Mu1c2hHQJABrM2t2Ru0kOD6Yvs36VnjevHPniJ7zHHlhYZi5uSGzs2lyu/Ez6QK9gTnLj5Odr+fzLWcZ36EZPi42xfuLHhFDkkPoOGo0iV99hS4hodpZNQ2V2OD95JlBl67XhwoqwmCQxYueZ2IzuP/nQyRn5eNmb8mrq0/x6upTADw+pBUOVldnlVbmWr6+sxtjPt/Jp/+G88mMzqXOa+bqiuO0qaQsXYb9yFHY9jZd9aqF1oJPBn/Cg5sf5PbWtxPkHGSS8+YcPw5aLVZGLrY7TZuKMDdHFhSQfymS1GXLydi4EYTAbvBgmr33LlpHR5IWL6Yg8hI+P3yP1skJh9GjyJw2laRFizBzboLzzJkmsb+q2FnYsWDYAh769yEmtpzIhJYTACWsWaQZXxbN7ZvzUKeHqnQtfWYW+tSUKstlCyEY4TuCRScWkZybjLOVc5WOrwoN1qmn5KYULzx42noS0CQAjdCwOmI1zlbOTA+cTo4uh8+Pfs6uqF2siliFu4070wOnl6oOHeg9kIHeFcdL886dU5onWFnh+thjZO7YgVXbtlh36GC0vQu3RXA6Jp03J7Xj/Q1hvL72FD/c26M4htfauTVmwoxTiafoP3osiQsXkv7vv8oC101EblgYl9whwMX4R+E/D1/mxRUn8HWxRQDnE7NwtrVg6ezedPByJCI+k39D4zgTm8EDA64Pofi42HBLN2/+OHiZl8e1wdWu9DpM0+efJ/vgIaKfew7/lSuK8+VNgYetB39P+dtk5wPICT6OZWAgGhubygcDwswMp6lXs75cH36Y7AMHyDl+nKSffubijNuwaNmSzB07cBg7Btu+VydAnvPnY8jIJO7d9xA2NkaFfGoCLzsv/pnyj8nPK/Pzif/kU4SlJUhJyrJlyLw8AnbuUEJQVWBI8yF8ffxrdlzewZQA47PsqkqDdeqv732dbZe3Fb92snTC1dqVC2kXuKPNHZhrzZnZdiZrItbw1v63iMuO4/72919X7m8Mmdu2IXNy8Pt7LRbe3rg9UXmhRElCrqSx4L8IJnduxj19/MjXGXh7XSgP/3aEO3r5svFUDDYWZgQ0CSA4PhiLLk9i0aIFGRs33VROXUqJ2bnLRAYKhto3r/wAIDtfxwebztDSzY5W7nbk6wzc1duXsR088XC0AiCgqT0BTSteL7mnrx8/74vkjwOXeGJY6UVTja0tXp99ysXpMzg3ajQOI0diN2wotr16oXWsvIlKbZJ96BDZx47hOGli5YPLQWtvj/3w4dgPH47doEFEPfMMuadO0eSO23F7tHRanjA3x+vjj7h03ywSv/gSpylTEGYN1q1cR/aRIyT/9BMIAVJi3aULOceOkbV7d5kLzxXR2rk1nrae/Hf5P9WpX0taXhq7oncxpdUUZgTN4FzaOQ7HHiYjP4MWji24q81dgFINOrfXXB76V3nEqu4CRXZwMOa+PkY9csWl57JwWwRajcC7iQ0TOzVjzvLjNLG1YP5E5XH4vn7+5OkMLPgvgk0hcYDymXlwUg/+PPs7ObocHEaPIvGbRegSEzFzda2W3Q0N3ZUrmGXlEdfM1uhF6+93XSAhI49v7upKN9/qP9K2dLNjQIArvx2I5OHBLTHXls5QsAoMxG/ZUlKW/E76+vWkrVmDsLTE58cfsenapdrXNSUpS5cR+9ZbWDRvjsss0+iO23TvTsDOnSBlubn6wtwc51n3EfWo8hRrP+zGtXhSV6wArRanKiYimJrsw0dACAL27kEIgcbenrP9+pOxfXuVnboQgiHNh7Dy7EpydDlYm1nXiM0N0qn/d+k/dAYdtwbeSjvXdrRzbcfElmXPTPo268uUVlPIKsjCx6HqjTmklOQEH8euX8Ux9yLWBEfzy75I7C3NyMjT8c660xgkfHdPd5xslA72Wo3gsSGtmNrVi6ORqViZa7j/58M4yHaKvGjsQXqPHEniV1+TuWMHTtOmVdnuhkiRRGxei8q78gDsPZfIop3nGdWu6Q059CJm9vHjgV8Os/tsIkNaXx9isQoKwvPNN/CY9wo5J08S/ewc4t59F79lS40uTqop8qOiiXvnHWz79sXr009Mmg4rhFBmHRVgN3AgZu7upCxffsNOXZecTOwbbyL1eiwDAuq0EC/7yBEsW7culRFkN2ggmdt3IHW6Kj+VDPUZyu9hv7P3yl6TC9EV0SCLjzZd3ISXnVfx4mJlvNnvTT4e/HG1rlUQHY0+MRHrzp2NGn8iKg0vJ2tOvjGK9U8OYFpXb54Y2ooRbZteN9bT0ZpxHT3pH+CKlbmG+IRmirxo9B4sg4LQNmlC9qH62fKvJsgNDcMgwDygZfljCvSsCY5m+jf7uOO7A9hZmvHSmDYmuX6vFsoXw+mY9ArHCQsLbLp1w+2Zp8k9eZL0detNcv0bIeHzz0GrxfPtt+qkvkGYmeE4bSpZu3ZTcOXKDZ0rdflyZH4+Wjs7Yua9iiwoMJGVVUMWFJBz/Ph1rSnthgxBn5ZWLfG9rk27Mth7cI3N0qEBOvWU3BT2x+xnlN8okxUKVEROsPIfZ6xTPxmdRkdvJc7atpkDH97aiTkjK85qsDTT0s23CQfPp9O9aXf2xexDCIF1t65kHzlS4bGNiZywUGKbCDxdy84Hz8gtYNwXu3hqaTBX0nJ4fUJbtj8/GH9X03Sgsbcyp5mjFWfjjJPcdZw4Eau2bYn/5JM6lUzOCQkh/e+/cb7nHsybXj95qC2cpt0CUhL/0cfV1pSR+fmkLPkd2/798XjrTfJCQ5UvrDog9/RpZE6O0sSmBLb9+4OZGZnbtpVzZPmYa8z5ctiXlWbb3QgNzqlvubQFvdRXufdhVdCnphL15FOk/PknOcHBCBsbLAMqb+SUll1AZFI2HbyrvnjWp4ULYbEZdHHtRWR6JFEZUdh0607B5csUxJVdyt7YyD4dwsWmlCmoJqVk3upTXEjM4us7u7Lz+SHc188fK/OqL3xXREBTe8LjMo0aKzQa3J+bowh/rVplUjuqQvLPP6NxdMTlwQfqzAYAC28v3J56ivT164n737vVEjFL37QJXUICzjPvwWHkSJymTydp8fckfPVVDVhcMdmHlQnVtTN1rZ0dNj26k1FPxfcanFP3c/BjRtAMWju3rpHz6xITiZx5LxmbNxP72uukr1+Pdfv2RsXOTkYrbcY6ejlV+bp9WirVg5Y6JZSw98pebLp1BSDnaOOfrevT05FXYrnoLoobKpRkxdFo1gRf4enhgYzp4FmuENeNEuBux7mETPQG4xySTZ8+WHXqSNJ3i+ssTJBz+Ai2vXtXqUFLTeHy0Gyc77uPlN9+K1aFNBap05H49TdYBrQqbgvpMf91HCdNIvGLL8ncsaMmTC6X7CNHMPf1KbNWxH7IEPIjzpF/+XLxNl1yMrFvv0NB9LXdPmuXBufUe3j0YF7veTUWerny4kvkX7qE91cLsWrXDn1ysvHx9OhUADp4VX2m3tHbCWtzLRFR1njbebPt8jas2rRBWFsXzxgaM3lnzgAoM3W70jP1tJwC3ll3mh5+TXhsSKsatSOwqT15OgOXk7ONGi+EwPWhhymIjiZtXdVkek1BQVwcBVeu1JsMHCEE7s/NwczDg7QVK6t0bNrq1eSfP4/bU08VLzwLjQbPt94Ec3OyD9VeD19ZUEDOkSPYdCu7obnd4MEAZG7broyXkphXXyPlt9+InvMcUlczLQ2NocE59ZpEn5lJ1oEDON91F/ZDh+L91ULshgzBYaxxXdhPRqXh62KDo03VdTDMtRr6tHThvzMJDPMZxv6Y/WTIHKw7d7op4uq5YYpTj/awwN2mdObJ19vPkZJdwOsT2qGtoRl6Ea2aKouM4UbG1QHshgzGMihIma0bEUtOXb2a2LffQZ9pXJinInKOHQPAumvXMvcfiUxh6EfbuZKac8PXMhah1eI4YQKZu3ejSzRO79yQm0vClwuw7tQJu2uyZ4SFBZatWhV/RmqDzF270aelYT+sbNVGCx8fpSBruxJXT1uxgsytW7EbPJic4GASv/q61my9lpvaqevTS2c5ZB88CDpd8aOfubs7zb/+CqvWxoV6TkSlVWuWXsTYDp5EpeTgY9ULnUHHjss7sOnWnbwzZ66ztbGRGxZKjr0Fth5epQrELidn88OeC0zt4kX7G7i3xhLgrjj1s/HGO1whBC6z7iP/3Dmy9u6rcKwsKCD+w49I+e03LkyZSs7JU0ZfR+r1JH3/A3kREcXbso8eRVhZlfsZ/X73ec4nZvHLvkijr2MKHCdNBL2etH+Mq/JMWbIEXVwcbnOeLfMp3CooiNwzYaY2s1zSVq1E6+JSoTqn3eBBZB06TNb+A8T+711sevXC+6uFOE6ZQuI335C5R2mSnRsWVur/rKa5aZ161r59hPfuUypOl7VnL8LaGutqPMpeTs4mOjWnOPOlOoxs1xQLrYawi01wt3Zn66WtymO1lOSeMv6PvyGSFxpGtIcF3g5KPD0tp4CXV51k5Kc70QiYM8o0uiiVUdUMmOLjxoxB6+JCym+/VTguc9cu9ElJuD76COj1RN5zD5k7dxp1jazdu4n/8EMu3nFn8dNbzrFgrDt0KFMlMTEzj39Px2GmESw9dIncAn2V3tONYNmqFVbt25O6/E/i3nufKy++SOaOHWWGJfTp6SR++x22AweU2+fXsnUQ+oREo2f+N4IuOZmMbdtxnDChQvVJ+yFDoKCASw88gJmTE80++ACh0eAx7xUsW7Ui+tk5JH7zDRduuZUrL7xY43YXcVM6dSkl8Z9+BgYDCV8uKF6lz9qzB5uePdBYWFTpfCeiUrnlm71Ym2sZWkbRirE4WJkzMNCN9SfjGOIzlD3RezAE+AGKfntjRRYUkHf2LGddC4rj6e+sO82yQ5eZ0MmT1Y/1w8up5vJ6r6VVFTJgitBYWNBkxnQyd+wg/9KlcselrlRmgK6PPILf8mVY+Ptx+dHHyNy1q9JrpP71F9omTTBzdubSrPtJ37CB3NBQrLuUPQlZdTSaAr3k9YntSM0uYE1w7S7gOU6dQv7586QsWULm9h1cfuhhwtp3IKxLVyLvvY/0f//FkJdH0neLMaSl4f7ss+Weq+hJpDZCMGlr14JOh+PUikv5rTt3RuvkhNbOjuaLF2PeVPnb19ja4r3gSwASPvscjaUlueHhtdZU5KZ06pnbt5N74gQ2vXqRe+oUWbt3kx8VTf7Fi9j1q5qG96WkbG77dj9mGg0rHulLK/cby0CY0MmT2PRcfCx7kavP5WB2KGaenuSebrxOPe/CBWRBAeFuBXjZeRF8OZXlh6N4oL8/H9zSidYeVRNOulECq5gBU4TTjNtAqyVlye9l7tclJZG5fQeOEycizM0xc3XF95dfsPDxIe6995H68mfSuoQEZfY4ZQq+vy/BMiCA6GeeBZ2uzCdLKSV/HLpEN98m3NXLh6Cm9ny1/RzLD10mPj23Su+rujSZMQPf334lcP8+AnbtxOuLz3F99FGcbrmF/MhIop94kvAePUn66Sccxo+vMMxpGaQ8qeXVQggmfcMGrNq1wyqwYlE5YWaGzw/f4/fncixblK6tsPDxwefbRbi/8AIeb74BOl2tNf42yqkLIUYLIc4IISKEEC+Vsf9eIUSCECK48F/dJsxWgJSShC+/xLx5c5p/8zVmzTyJ/+RTEhcuBCiOpxt7rrmrTqARguUP96Ftsxt3PsPaNMXSTEN4pAvmGnOOJxzHqk2bRj1TzyuUB4h0F3jYevL6mlO421teJ6xVW7TzciBPZ+D5v46TlmN8mqJ5U3ccRo4kdcUKDFlZ1+1PW7UKdLpSiohaOzvcnnyC/HPnSF9ffmVq2po1yrG3TMPM2Rmfn37Ctm8fhI0NNmVkZx2PSuN8QhYzujdHCMHcsa3JzNXxwooT9H9/G6+tOcWKI1F8t/M8cTXk5IVWi0337mhsbREWFjiMHInbk0/g8crLtPp3M80XfUOTO+7Atm8f3J95usJzmTVpgpmHB7mhNevUZUEBeadDsellnMSyVdu2WDQvW3zOulMnXGbdV6zmmht62mR2VkSlyddCCC2wEBgBRAGHhBBrpZTXWrhMSlk1+cI6IC88nLzToXjMfx2NtTVujz5KzLxXyQsNxaJVSyxatDD6XH8ejmJPRBJvT25vsvCAnaUZQ1u7sykkiaBOQZxMPMndbbqRuW0bhuxso+VUGxK5oWFIczOuuEgyM+04HpXK+9M6YGdZN9JEEzo241x8Fl/vOEfwpVQ2PTPwOoGv8mhy912K4NfatTS5/fbi7frMTJIWf49t3z7XFbLZjxyJZVAQiQsW4jBmzHU1EVJKUlesxLpbNywLP59aO1uaf/cd+rQ0tE5O19mx4VQMZhrBqHZKj9LBQe4cnjecM3EZ/Lz3Ir8fuFS8eHo+MZN3p9Zu42lhZobdoEHYDRpk9DFWQUE1PlPPi4hAFhRg1bbsht7Vwbx5czT29uSerh2nbswntScQIaU8L6XMB5YCk2rWrJqjqImw3ZAhADjdcguBB/YTuH8fLVatMjr/PbdAzwebwujp58wdPasuFFYR4zs2IyEjD1eLVpxOOo1Fm9bKYmktpnTVJrlhoeT4umPQCGKTFbncQYGm0yyvKmZaDc+NCuKL27pwPjGLf0/HGX2sdefOWLVrR/JvS0pVVCb/8CP61FTcnrk+biw0GtyeeJz8yEjSy8h1zw05Tf6FCzhOLv1nJ7RazJyvFzKTUrLpVCx9W7mWSq8VQtDaw4F3p3Zk79yhbHtuMFO6eLE2+ApZeVXLq9bpDSRk1K40gmWb1uSdv1CjkgxFjteqnemcuhBCedquR07dC7hc4nVU4bZrmSaEOCGE+EsIUebziBBithDisBDicEJCQjXMvXEyd+3GMiCglEaG1tERrZNTlfosrgmOJjEzn6eHB5i8unFoa3dsLLSkpniQrcsm3lvRNqmtx7faRObnk3P8BAl+TphpzDgXK3Czt6SpQ+UNw2ua0e098HKy5tcqpAMKIWhy113knztH3P/eJWHBQuI/+4ykn37CfvRorDuULUJnN3QolgGtSFp8fa57+vr1YG6Ow4gRRtkQFpvBxaRsRhfO0svC3d4Kf1db7uzlQ1a+nnUnY4x+j6Ex6Uz+ag993t1aq4uvVq3bgF5fXKhWE+SGnEZjY4OFr69Jz2vVti15YWdqpSjJVAulfwN+UsqOwL/Az2UNklJ+K6XsLqXs7lYHbdoM2dnkHDmiCPLcAFJKvt99gdYe9sXl/abE2kLLsDZNOXlOidGHaGPROjk1yrh6zokTyOxsIgJs8LDx4GR0Bp28HWtFrK0ytBrBnb192Hc+iYh441McHcaOwdzLi5RffyVxwQKSvluMmZMT7k8/Ve4xQqPB5cEHyTsbUSrNVhoMpK9fj12/fmWGWcpi46lYNEJJka2Mbr5NaOlmy7JDlysdC3D8cioTF+wmNi2Xdl6OPL0smN/2104OfFGWT01WWOeGhGDZto3JpZSt2rVF5uWRd/68Sc9bFsZYHg2UnHl7F24rRkqZJKUseiZaDJRWwKknZB08iCwowLZ/1bvUG0pkQuyOSCQ8LpMHBrSoMeczvqMnqelOWGltOZUUglXbNuQ1wgyYrL17QaPheHM97jYenEvIpEM1tHNqiundm2Oh1fD51giy842bZWksLWm5eRNBJ47T+nQIbUJO0eq/rVj4+VV4nMOYMZg3a0bSom+L099yjh1DFxuLw7hxFR6r0xtYuC2CR5ccYcmBS/Twc76uLV9ZCCG4rYcPRyJTWH0sulIRrh/2XMDKXMumpweybHZvBgW68ebfp42WVbgRzJu6Y+7rU2NyAVKnI/fMmVL67QaD5Kc9FzhVqOskpaxyVhSAVRtF06k2QjDGOPVDQIAQwl8IYQHcBqwtOUAI4Vni5USgXnqfrN17EFZW2HQvW8+hPI5eSqHD/E0cupiM3iD55N9w3OwtmdDJs/KDq8mgQDeszM2wF36cTDyJVdu25J49i66OwlY1RdbefVh1aM9FQwKWuCAlN1TAZWpc7SyZ2deXv49fof/72/h6+zkyjYg/C60WjYVFlWZ8wtwcl9mzyQkOJmLAQKKefobYN99CWFlhP3RIucclZORx1/cH+HDTGcJiMnCyMee+fmXLF5fF9O7N6VA465710yFy8stOrUzKzGPDyVimdfXGxc4SK3Mt707tAAI+21I76Xo2PXqQfeRIhemf1SX/wgVkbm6pRdLDkSnM//s047/cza3f7KXn/7bSYf4m3l0fSlKm8bF9C39/hJUVebXwtF3pJ05KqQMeBzahOOvlUsoQIcSbQoiidkNPCiFChBDHgSeBe2vK4OoipSRz506luMiyavHajadiycrX8+zyYL7ZcY5jl1KZO6Y1lmamlX0tiZW5lt4tXMhM9yQ8JRzrKcqtjv/0sxq7Zm2jz8gg5+RJbPr0Jj47Hl2+4syrI11ck7wyri0rHulDBy9H3t8YRt93tzLikx2M/mynyWeoTjOm0/z7xdj266foeefn4zJrFhrb8jXj31l3mmOXUvlkeif+e24wW54dxOj25cfTr8XRxpzVj/Xj1fFt2R6ewCurTpY5Y//zSBT5egN39rqaGODpaM29ff1YdSyqSno51cW2Z08M6enkhYeb/Nw5ISEAWJWYqR+6mAzAw4NakpGro29LF4a2due7XeeZ9bPxDWyEVotV69bkhtT8TN2onDEp5Xpg/TXbXivx+1xgrmlNMy25p0IouHSpWprTu84m4uVkTVRKDh9uOsOgQDemdClrrdi0DAp0Y/f2pljb6LjokEfTmfeQtPh7msyYjnWnTjV+/ZpCn5pK5u49GDIzQK8nv0sbDBcNpGXY4uVkbVTYoLbp5uvMz7N6cvxyKr/siyQ7X8fm03H8fvASL442nQy0EAK7fv2MLoKTUrI7Iokx7T2Y2rXyHrrlodUI7u/vT2aujk+3hNPFx4m7+/gV749Pz2XJgUh6+jtf18T7kUEt+ePAJT7adIZv76naU3BVsenRA1AabBeFNExFzrFghJUVFv5Xn3IOXkgmwN2Ol8a05qUxV/+fF/x3lo82h5OUmYeLkZ9Xq7ZtSVuzBmkw1Gj7w5umojT9n78R5uY4jBxZpeMSMvIIjUnnjl4+PDk0ABdbC96Z0r5WFvIGB7mjz1X6dYanhOPy8CNo3VyJ/6h6rfnqC8m//saV554jdv4bCGtrEloo/R+vJFrVq9BLWXRq7sTH0zvx9V3dGBToxsqjUdWKsZqKiPhMEjPzTLZg/8TQVgwJcuO1tSEs+O8sp6+kM2f5cfq9/x9RKTk8POj6Oo4mthY8OLAFm0/HcexSyg1dP7dAz6pjUTzxxzHuWnyAp5ceI/hyavF+c09PzL29ydy1m+Sffyblzz9v6HpFFMTHk7ZmDQ6jRiK0yhO43iA5GplCD//r00b7tlKawR+8kGz0NazatcWQlUVBBTISpuCmcOpSrydt/XpsBw1E61g1p7H3nCIg1L+VK8+MCGT/y8PwblI7BUB+LjZ423uhkZacSTmD1s4Wp2nTyD561CSyrXVFblgY5l5euD//PJ5vvkFMgXKP45Kt6ejtVLfGVYFpXb2JS89jT0TNi0yVx/7zSQD0aeFqkvNpNIKv7uzGpE7N+GhzOGO/2MX6kzHc0dOH7c8NZmjrsjNq7u/vj4utBR9sPFOtjkdFPL00mGeWHWffuSQy83RsD0/g/p8OlZI2sOnRg6xdu4h79z1i33iTgjjj6wjKI2nRt0idDtfHHiveFhqTTkaejl5lOPUOXo7YWGiL778x1NZi6U3h1LMPHECfkIjj+AlVPnbX2UQcrc2LZV+NrSw0BUIIhgQ1RZ/rQViSkptr26sX6PXkHD1aa3aYmrzwcKw6dsDl/lk4TphATJaSI20ocKSrj1PdGlcFhrVxx9HanL+ORNWZDfvOJ9HM0YrmzqYTPLO20PLpjM68O7UDL41pzb65Q3ljUnt8XcqP69tamvH40FbsO5/E7mp+yR28kMzGkFieGNqKgy8PY/Vj/fjzoT5k5et4ellw8RNRkzvvxPGWaXh99ino9aQsXWr0NQx5eddJOORHRZOyfDlOU6di4XN1vaAont7D73qnbq7V0M23CfvPGz9Tt2zVCszNVaduCtLWrEFja4vdYONLkkFJZ9oTkUi/Vi413pyhPAYEuFGQ60FYcjhSSqULk7m5ov3eANFnZlFw+TJWQVeldGOzYrEQdpgJqwY1U7cy1zKxUzM2hcRWecE0Ji2HjadiuJh4vUaMsUgp2X8+md4tXUweDhRCcHtPHx4e1BInG+NUS+/o5YOXk3W1ZutSSv63PpSmDpY8OrhVcUFfQFN73pzYnr3nkooLpKzbt6PZ22/jMHo0dkOHkrpseXGVqSwoIOXPP8ucvedFRBAxeAhnevbiwrRbSPv7H3RJSUQ98gjCzAzXRx4uNf7QxWS8nKxpVo4ESO8WLpyJyyA5yzj1RWFhgVVAQI2L8zV6p55/6RJp/6zDccoUNFZWRh0jpeSPg5cY+vF2YtJyy33krA06eTtiyPUkR59JTFYMGmtrrDt2JOtg7bX2MiV5Z5WsBcvAq049JisGjb4J7Zo5YG1RcxlFNcHsgS0w12p4aukxCvSVdz0C+HBTGH3e/Y+HfzvKvT8erLbOeXhcJslZ+fRuYfoCuOpgaablmRGBnIxOY8Op2Codu+FULMGXU5kzIui6z8C0bt7YWGg5Gnl9vN757rvQJyeT/o8ir5Dyx1JiX32N82PHkbJ0afGXS0F0NJfufwDMtLjcfz9Sp+PK889zbuQo8i9fpvnXX2HueTVF2WCQHLyQTM8yQi9FFN33gxeqEIJp11bJarqBEFVlNEqnXhAXV9wANnHhVwgzM1xmP1hqzK6zCUxcsJszsaXTsAwGyZv/nGbuypM0sbXgi9u7MK1rzWe6lIe7gxUOWqVk+UyyEoKx6dmD3JCQBhlXzztT5NSvyppeSr9EdrYDXXya1JVZ1aa5sw3/m9qBo5dS+dyIXO18nYFf90UyIMCV96d14GJSNp9uqXp6Xk6+ns+3Ksf1qSdOHWBKFy8C3O34aPMZdEZ+yekNkk//Daelmy3Tul2fwaPVCNo3c+REVOp1+2x69cKybRviP/6Y3PBwEr/6CuuuXbHu1JHY+W8ojTkMBqKefgZDTg4+i7/H/dln8F+5gqavzsPcy4vm33yNbe/epc576koaiZn59GtV/lpFR29HrM21fLfrAsGXU8nILai0QM2qbVv0qanoYoyXZagqjdKpJ//yCym//cb5KVNJ+/tvmtx5J+buVwWi/jlxhVk/HeJEVBofbrqq+qbTG3hhxQl+3HORWf38WfFwXyZ2albnJesd3BQHGJ6i/BHb9uzZYOPqeeFn0NjaYu6lZPUk5SRxMf0iBdnN6ebb8Jw6wMROzZjYqRnf7Tpf6ax73/kk0nN1zOzjx4wePszo3pzFu65WLBpDWGw6U77aw4ZTsTw/KojmzvVHuVOrEcwZGcT5hCyj9WT+OXGFs/GZPD08sNwwZ3svR07HpF/3RSGEwOujj5B5eVy8dTr61FQ85r1C80WLMPf1IeHjT0hbtZrckyfxmPcKVkHK35LQanG+805arF1znUMH2BIaj0ZQYdMbc62GuWNbEx6bweSFe+gwfzOd3/yX7WfiS41bExzN6mNKEX5RYVNNxtUbnVNXtDI2YN2lCxbNm6Oxs8PlgfuL98em5fL00mA6N3fioYEt2BIaz/HLqeQW6Hl0yVH+OhLFM8MDeXV8G5MLdVWXzt4eGPJdCElSvoAaclw990w4lkFBxV+UR+IUHQ9dVosG69RBmaHm6QyVprhtPBWDrYWW/gHKDPDlcW2wMdcaJRompVLNPP6L3cRn5PHjvT14bEgrk9hvSka2bYqviw1LDlSeuqc3SD7fepbApnaM61B+hXZHb0dyCwxEJFz/dGrZogXNPvwQmZeHw8QJWLVtizA3x/3pp8k7e5aY+fOx6tgRh/HjjX4PW07H0c23Cc62Fa8n3NPHj30vD+P9aR14ZWwbvJysefPv08WhuAK9gflrQ3hnfShSSiyDgrAMaIXU1VxrwUbn1HOOHkUXE0OTO27Hb9lSWv27uZQ86d/Hr6AzSD64pRNPDAvAycac5/86zrCPd7D5dByvT2jLU8MD6nx2XpIOXo7ocz04nag49YYaV5dSkhcejmXQ1dDL4bjDaLHEzaJluQtSDYHeLVywMNOwI7x8GQed3sCmkDiGtmmKlbkSN3a0NmdIa3f+DY2rNN89LDaDL7aeZVQ7D7Y+O4jBQXUnT1wRGo2yyHrwQnKFQmhSSt5ZF8r5hCyeGR5Y4SSqqMr4RFTZTzT2Q4fgv2Y1nm+9dXXb6NFYdegABQU0nfuS0QU/V1JzOB2TzrA2xq2l2VmaMaOHDw8ObMG8cW04n5jF74VfaDvDE0jJLiAhI48zcRlorKxo8fffOIweZdS5q0Ojc+pp69YVamUMRZiZXZeXvuZ4NJ28HfF3tcXO0ozHh7QiPC4TH2cbfp7Vs0qaGbVFBy9HDLnexOVEcTpJeWxriHF1XUwMhoyMUpkvh2IPQZ4f3X1Nk2ddV1hbaOnl71yhU98dkUhyVj5jrinhH9XOg+Ss/OIUuvIoyoefN74NTSqZQdY1t3Tzxlwr+GHPRV5ZdZJJC/eQmp2PwSB5d0Moc1ee5NU1p/hhzwXu7etXqayBv4vy91pRmMoqKKiUBIgQAu/PPsV74QJsyunjWhZbQ5XMmeFGOvWSDG3tTt+WLny2JZz4jFxWHYsubvayK7x26hkahVOXUpK+fj2J335HxoaN2A0ZXKZWRkR8Jqei05nY+erC5/39/Tn0ynD+KFScq4+4O1jhWDAICxx5Y98b6A36BhlXz9i2DbhahJGSm0JEagTZaX4VZhk0FAYFuhERn0lUSun0xsTMPB5bcpRZPx3C2daCwUGlP2eDg9ywMNOwKaTijJG955Jo4WqLp2P9f6JxtbNkZFsPfj9wid8PXiIkOo2nlgbz3sYwFu04z9rgaH7bf4mJnZrx2vi2lT4ZazSCds0cyp2pl4e5lxf2w4ZV6Zh/Q+Pxd7WlpVv5efnlIYRg/sR25BYYmP3LEbaExjGlixeBTe3YebZ2xPgahVNP+uYbop+dQ8Inn6BPS8Np2i1ljlt7/ApCKLK2RQihNGWo73Rs5oF1xlROJ53mj7A/GlxcXZ+aSuIXX2LTowcZrTxZErqE9RcUOSF9tj+9WjR8p17krHeWmJEV6A08+ttRtoTGMXtgS9Y/OQAbi9KSS7aWZgxo5crmkLhyU90K9AYOnE+qEf3+muKRwS3p5tuEX2f1Yv7EduwIT+Dbnee5u7cvJ+ePYt/coXx+W2ej1646eDkSGpNudOpodYjPyGVPRCJj2ntUOwQb2NSeD2/tSPDlVHILDEzu0owBAW4cuJBc7fTVqlA3TSBNQE5ICBkbN6FLSSbtrxU4TpqIxxtvAJSZj34mNoPfD1yiTwsXmjoYl69en+ji48R//wbSp283fgz5kTvb3Il1hw4NJq6e8OUC9BkZNJ33Ct+eWcp3J78DQIMFdsKfQHf7Ss5Q/2npZoeXkzW/7Y9kTHsPHK3Neeuf0xy8mMznt3VmUufyU2NHtfNga1g8x6PS6Nzc6br9J6JSycrXV5hiV99o7+XIikf6AtCvlQuXk7NJysrn9Qlt0WhElZ84OjZ3Im/3BQ5dTKZvy5q5D2uDr6A3yBsSRwOlJWVUSg6HL6bQ1acJGbk6vt99gYMXkhlYwxGBBjtTj//gQ5IWLyZ9zVocxo3D8+230VhZlenQ951L4pav96IR8Op40/UerE3u6OWLnaU5qYltic+OJzI9skHE1fXp6cS+/Q4pv/+O04zpWAUFcTb1LN523jzV9Sms0qfSy8+93mQa3QhCCF6f0JaIhEymfr2X0Z/v5Jd9kdzf379Chw6KU7e3MmPBfxFl7t8TkYQQ9SsnvSoIIZg7tg0f3doJs2pKbQxv446HgxXvbwgr1bTGlPx1JIpOzZ1o5W53w+d6eFBLFs/sjhCCXv4uWGg1bD9T8yGYBunUDTk55Bw9ivN999H65Am8Pv6o3P6ieoPkxRUncLO3ZPVj/Wjj6VDL1poGZ1sLnhoWQOgFJePhYOzBeh9X16WkcGHKVFKWLKHJ7bfR9LnnADibEoGndQDjfe4iLrozvRqooyqLke08WPJAL1Kz8xEIPp3RiVfGVi4R62hjzsODWrIlNI4jkdcvmO49l0hbT4d6v0Bak9hYmPH8qCCOR6WxugZ6o56+kk5YbEaNFBtaW2gZGOjKhlMxNfaFVESDdOrZhw8rben69q107LaweC4lZ/PsyMAGnTIHSk5sc3sftAZHDsUeqtdxdSklMXNfRhcfj++vv+Dx2mtobG3JLsgmOjOa3ae13PujYndZKngNmR5+zhx4eTgbnx7AlC7eRj+F3NfPD1c7S97fUFo7JSdfz9HI1AYVeqkppnTxoqO3I2/+c5qPN58hOjXHZOdecTQKc61gQsdmJjtnSSZ0akZMWi5HblCeuDIapFPP2r0HYWGBTffKW6H+uPcCno5WjKqgs3pDwcJMwz29/cjN8Gf/lQMIa+t6G1dP+fVXMrdvx/2FF0q1D7yQdgGQmOmaER6Xgb2VWYN9eqoICzNNlRfabCzMeGpYKw5eTGZ7idTIw5HJ5OsN9G1Ai6Q1hUYj+OjWTrRr5sDCbRHc/u1+k8x8dXoDa4KjGdravcaehoa3aYqVuYa1wVdq5PxFNEynvncvNt27lSvQdSkpm8d/P8p7G8LYE5HEXb19a1UytyYZ1c4DXVZLUvNTOJd6rt7G1dNWr8G6c2ea3HVnqe1nUxV9lG6ebfjrkb58c1e3OlPArI/M6OGDj7MNH2w8U+ys9kQkYa4VjSLt0xQENrVnyQO9+ejWTlxKzuaoCWa+O88mkJiZz7QbXCCtCFtLM4a1acr6kzFG6+JUhwaX/VIQF0/e2bM4TppY7phvd51j3ckYpAQbCy239/Qpd2xDo7mzDa3sOxPNCg7GHmRSz54kfbOInKNHsRs4sK7NKyY/OhrHcWOvm62GJZ1FGszo1KwFXRuggFdNY2GmYc7IQJ5aGsw/J2OY2KkZe88l0qV5k+tSIes7BQUFREVFkZubW/ngahBkJVk8yZOCpMuE5txYowzLrHx+mOSJh0gmNLTmwiP3t7Ngsp8LJ0NOF1cVl4eVlRXe3t6Yl7NeWB4N61MCZO3bC4BtOT0cc/L1rAm+wuTOXswb14ZcnaFS/YaGxoR27fkqwoldl/dzW//JxXH1+uLU9RkZGNLSMPe6fsHpZEIYhnx3Wns61b5hDYQJHZvx9fZzfLgpjG6+TTgZncaTQwPq2qwqExUVhb29PX5+fjUmu2GXlEVWnp7WnvZGXSM7X4dGiFIOVac3EBqbgYutRY2vuxkMknMJmUpBoXX5zlpKSVJSElFRUfj7V63KvcHFJDTWNtgOGIBliVLzkmw4FUNGro7p3ZvjYmeJVwNfHC2LMe090Ge35HDcYbC2qndx9YIopROQudf1j7IX085jyG1Ka4+Gn5deU2g0gjcntSc6JYc7v9uPlDTIRdLc3FxcXEzfwKMkTtbm6AwGsvIUyVuDQZKQkVdmeCMzt4Bz8VmEx2VwMTGLnHwdBimJTctFSomTTdVmxNVBoxEENLWv0KGDkgLq4uJSraecBufUHUaNxOe7b68T58nXGcjILWDpocv4udjQuxFUKJZHCzc7XLXtyDVkEJ4SXu/i6gXRSrqZuXdpp56en066LhGh88SvgtZoKtDT35k5I4O4mJSNtbm2zIKkhkBNC+PZW5mjEYKkwu5DCZl5xKTlcCW1tDPMLdATmZyNpbkGd3srsvJ1nI3PJDwug+TsfNzsLbGuJBxS21T33hnl1IUQo4UQZ4QQEUKIlyoYN00IIYUQ3csbUxPkFugZ8MF/dJi/mYMXkrm1e/N6pbJYE/T17gXAvugDxfnq2fVktp5fOFO38C4dfglJDAHAw8q32gUoNxOPDGrJ+I6eTO7ihYWZer/KQqMRuNpbkpajKCEmZORhphGk5uSTkVsAwLmLkYwdP5Gx/boyqk8n3n7lOfyaWOBubwlSWafydLRuND6j0k+KEEILLATGAG2B24UQ15VlCiHsgaeAA6Y2sjK2hsYTl57HA/39eW18W+7t61fbJtQ6Q1sFYsh34b/IvVh3747GwYGMTZvq2iwACqKi0djaoimhkKkz6Pj0yKegt6e9i/GKeTczGo1gwR1deXdqh7o2pV7jbm+JjYUZMWk5SJQnWUszLdEpOcSk5jBlylSGjR5L2JlwIs6eJScnh5dfegkPR2taezrQxMgerA0FY77+ewIRUsrzUsp8YCkwqYxxbwHvAzWz1F0Bq45F09TBkrlj2zCrvz+2lg1u/bfK9G7hjD6rJSHJwRjMNNgPH07Gli3FDXjrkoKoKMy9vUvNfJaGLSU0OZScmAm086yfOuAqDRONEDRvYo1WI3C3t8TKXIt3E2uEgH82bsbC0opnH3sYawstWq2WTz/9lF9++YUFCxbw+OOPF59n/PjxbN++HYDNmzfTp08funbtyq233kpmYWjzyJEjDBo0iG7dujFq1ChiCtvSDR48mBdffJGePXsSGBjIrl27av0+FGGM9/MCLpd4HQX0KjlACNEVaC6lXCeEeL68EwkhZgOzAXx8TJNmmJyVz/Yz8czq739T5Ts72VjgYdmeJHmQsOQw/MaMIW3lSrJ27cJ++PA6ta0gOgpzH9/i11sjt/LFsS9o49iTg6EdCFIXSW863vg7hNNX0k16zrbNHHh9QjsALM21tPFwKK7etbU0I8jDgY1xF+nfu0epZtYODg74+fmh05XdTzQxMZG3336bLVu2YGtry/vvv88nn3zC3LlzeeKJJ1izZg1ubm4sW7aMV155hR9++AEAnU7HwYMHWb9+PW+88QZbtmwx6fs1lhue0gohNMAnwL2VjZVSfgt8C9C9e3eTCCCsOxmDziCZXIlgUmOkn1cv1qb8wN7o/bTrPROtkxPp6zfUqVOXUpIffQXbvn0xSAPv7H+H5eHLaePclriI8Xg52TQ6WQCV+kFZcgxCiCrHyvfv38/p06fpV5g2nZ+fT58+fThz5gynTp1ixIgRAOj1ejw9r8p4T506FYBu3bpx8eLFar6LG8cYpx4NNC/x2rtwWxH2QHtge+HN8wDWCiEmSikPm8rQa/lgYxhfbT8HQFBTe9p43nyzv6EBLVm1y52tF/cyu9MD2I8aRdrff2PIyUFjXTepnPqUFGR2NuZeXnx29DOWhy9nZtuZGJLG8FXcRX6Z1aHBFdGo3DhFM+rapm3btvz111+ltqWnpxMbG4uLiwvh4eHF24vSB6WUjBgxgj/++KPUcSdPnqRdu3bs27evzGtZFnZd0mq15T4F1AbGxNQPAQFCCH8hhAVwG7C2aKeUMk1K6Sql9JNS+gH7gRp16LkFen7dH0lXHyeeHBbA+7d0bDQr11Whh78zhuyWhKedpMBQgP2wocjsbHKCg+vMpqIc9SOaKH489SO3Bk7HMn0ii3ZGMq2rd41rSauolGTYsGFkZ2fzyy+/AMrses6cOTz++OP4+/sTHByMwWDg8uXLHCwUxuvduzd79uwhIkKRQc7KyiI8PJygoCASEhKKnXpBQQEhISF188YqoNIpk5RSJ4R4HNgEaIEfpJQhQog3gcNSyrUVn8H0/Hs6joxcHXNGBjXIogxT4WBljpdVe+LlPkISQ+jQpQsIQfaRo9j26VMrNhTExxP3zv/QJSaitbPDunMnAP7OOUBQ0zacOjGEgxfOMr6jJ/MnNkwte5WGixCCVatW8dhjj/HWW2+RkJDAjBkzeOWVV5BS4u/vT9u2bWnTpg1du3YFwM3NjZ9++onbb7+dvMLEg7fffpvAwED++usvnnzySdLS0tDpdDz99NO0a1c3TyHlIcprn1XTdO/eXR4+XL3J/MwfDnI2LoPdLw5tFM0VboTX1x1gZeIDPNzxMR7r8jDnp0xF6+SI748/1vi1pZRcnv0Q2QcPYt25M3lhYejTlB6ST8x1IV/fmeiIsXwwrSPTutWcUJJK/SQ0NJQ2bSrXkq9N9u7dy+23386qVauKnXh9pqx7KIQ4IqUstxaowVU0xKXnsutsAlO7Gq9T3ZgZGtACfa4n/11UNHFsunUjJ/g4sqCgxq+dunQpWbt24f7C8/j+/BP+K1dg1a4dZv5+xJFGbJI1n0zvpDp0lXpD3759iYyMbBAOvbo0OKe+6lg0BonqKArp7tsEmd2Sc+mnyNfnY9O9GzInh9zQ0Bq9ri4pibgPPsS2Xz+a3HEHoHRu9/vrT8SPHwPQ3t2v0jZuKioqpqXBpSGM6+CJvZUZ/q6qdggo+bg+th25wm6C44PpUjgDyT58BOuOHWvsusm//YbMzaXpK6+UWqQWQnClIBEAX0fVoauo1DYNbqbe3NmGO3v5Vj7wJmJw8z5IgxkbL/yLubs75j4+ZB85UmPXM2RlkfL7H9gPH4Zli+tlQcOTLwHQyrnx6NirqDQUGpxTV7meQQHe6LIC2XTxXwzSoMTVDx9G6vUmvY6UEn1qKsm//oohLQ2XBx4oc1xE8mWkwYwAF88y96uoqNQcqlNvBHT3c8YirzPpBUmcSDiBbb9+6NPSyD150qTXiX19PuG9+5Dw2efY9OyJdadOZY67lB6FLHDCR5XXVVGpdVSn3giwMNMw0m8IUmpZf34Tdv37gUZDxo4dJrtG3tmzpC5fjsPYMTR7/z28F3xZ7ti47BgMBU0aZYMSlYaFVqulc+fOtG/fngkTJpCamlqt8wwePJjqpmDXNqpTbyRM7dwKfWYg689vQjg6YN2lC5kmdOqJ3yxCY2ND01dfxXHSJLQODuWOTSuIx1y6YG9V851kVFQqwtramuDgYE6dOoWzszMLFy6sa5NqHNWpNxJ6+btgXdCJtIIEzqacxW7QIPJOh1IQF0fu6dNkHztW7dz1vPMXSF+/niZ33oFZk4qbRefqcsmTaTiYq3IAKvWLPn36EF3YlSs4OJjevXvTsWNHpkyZQkpKSoXbizAYDNx7773Mmzev1u03lgaX0qhSNlqNYJh/HzamLWX/lSPMGDSIhE8+4cpzz5N9SOmIJGxs8HzrTRzHjSt1rJSyXO0cKSVx//sfwsoK53vvrdSOK1lXAHC3VhdJVUqw4SWINe0aDx4dYMx7Rg3V6/Vs3bqV+++/H4B77rmHL7/8kkGDBvHaa6/xxhtv8Nlnn5W7HRRp3TvvvJP27dvzyiuvmPa9mBB1pt6ImNyuAwadPdsvHsQyMAAzT0+yDx3CcdJEvD7/HKvAQGLmvkzOiROAkpoY9cQTnB83nrxz58o8Z8off5C1ezfuzz+HmYtLpTZcyVCcenN7NUddpe7Jycmhc+fOeHh4EBcXx4gRI0hLSyM1NZVBgwYBMHPmTHbu3Fnu9iIeeuiheu/QQZ2pNyq6+jojc3wJTTmBEAKP119Dn5SM49QpCCGw6dmDi7fcyuXHHsNx7DiyDx0iNywMrb09F2fcRtO5L2E/ajRaOyVrJXPnTuI/+BDb/v1pcvvtZV7zfNp5ntvxHFcyr2CmMaNNk/YAtGjSvMzxKjcpRs6oTU1RTD07O5tRo0axcOFCZs6cWa1z9e3bl23btjFnzhysrKxMbKnpUGfqjQhrCy0elm3IMiQQlxWH/eDBOE2bWhxaMWvSBO+vv8Lcw5OUZcvIv3QJ74UL8F+1EgsfH2JemcfZfv24cMutXJxxG5dnP4S5hwee77xTZnimwFDAy7teJj47nimtphDYJJD9sXuQUkuQa7PafvsqKuViY2PDF198wccff4ytrS1NmjQpbjn366+/MmjQIBwdHcvcXsT999/P2LFjmT59ep3qpVeGOlNvZHT36MqG5D85EHOEia3GXrffKjAQ/z+XIw0G0OsR5kqGit9ff5ITHEz6xo3knzuPLiUZ9xdfxPnOOxAWZTfmXXxiMSFJIbzd90M8tD3oaluAr8Umfjt4Bh/nm69piUr9pkuXLnTs2JE//viDn3/+mYcffpjs7GxatGjBj4WqpuVtL+LZZ58lLS2Nu+++myVLlqDR1L95cYOU3lUpn//CYnhy3ziGek3gi5Fv1Nh1ojOjGb9yPN1cB7Nr70jydAYA7CzNyMzTcfz1kThaqymNNzP1UXq3oXFTSO+qVExPfzcMuc05kRhco9f58dSPICD09AA8HK348b4efHxrJyzMNDR1sFQduopKHaGGXxoZdpZmuGhbk5S/gdTcVJysnEx+jcScRFZHrKaZtj+nkyz586FOdPdTmkkPb9uUrLz6G29UUWnsqDP1RkiPpn1BSLZd2mXS8wbHB7Po+CL+d+B/5OvzOR3WjVn9/IsdOoCjtTnNVHkAFZU6Q52pN0Imtu7Fpt22rD27lSmBE0xyzlxdLnO2zyE+Jx4AL7O+nDc05dHBLU1yfhUVFdOgOvVGSO8WbsjNQZxIOojeoEer0d7wOf8I+4P4nHi+HfEtrpbNmfBZMFM6e+FiZ2kCi1VUVEyF6tQbIVbmWlrYdidSHiU4IZiLaRcx05gx1Gco9hZVTzVMz09n8cnFtHbowdajjqTnJpFbILivv5/pjVdRUbkhjHLqQojRwOeAFlgspXzvmv0PA48BeiATmC2lPG1iW28eIrZASiRY2kObCWBe9Rj1KP9BLIr8jke3PEa2LgsAi30WvNXvLca2KJ2/XpH2C8DCYwtJz08n42J/DqVdAKBfKxdae5Sv1Fglks6BuQ04qHoxKg2f1157jYEDBzJ8+PA6uX6lTl0IoQUWAiOAKOCQEGLtNU77dynlN4XjJwKfAKNrwN7GT1oULJkOsrBrUdA4mPEbVLHIYWQbf7463QqdfTQ9bB/H08ab84Y/eHXPq3jbe9PRrSOpuam8tPslLqVf4sNBH9LOpd1159lxeQe/h/1Oe7tx7EtryopH+iAl+JmqR6xBDz9PAI+OcMdS05xTRaUOefPNN+v0+sZ4ip5AhJTyvJQyH1gKTCo5QEqZXuKlLVA3FU2NgcM/ABIe2gkj3oQz62D7u1U+TWBTO+zSZpEU9jy7j/mwZCccPjAJOzNnnvjvCebumsuMf2ZwMOYgubpc7ll/DwuDF3Im+Qx6gx69Qc/u6N3M2zOPAKcgTp0cwPA2Tenm60x3P2dcTRVLv7AD0qMhJtg051NRuYa33nqLoKAg+vfvz+23385HH33Ed999R48ePejUqRPTpk0jOzsbgHvvvZe//vqr+Fg7OzsAYmJiGDhwYHHDjV27dqHX67n33ntp3749HTp04NNPP73uHG+++SY9evSgffv2zJ49m6Jiz8GDB/Piiy/Ss2dPAgMDi6UJTIEx4Rcv4HKJ11FAr2sHCSEeA54FLIChZZ1ICDEbmA3g46M2Jb6Oglw48hMEjgHPTsrsNTEcdn4A3j0gcKTRpxJC8PzIToTHZvDgwBZk5+t5Zlkw587fRftOWzgWfwxbC1ve6PMedhp3vjn9Lt8c/4Zvjn+DVmixMbMhoyADN2s3/PSzOZpbwNPDA0z/no8vU35mxEBWEthWrgSp0vB4/+D7hCWHmfScrZ1b82LPFyscc+jQIVasWMHx48cpKCiga9eudOvWjalTp/Lggw8CMG/ePL7//nueeOKJcs/z+++/M2rUKF555RX0ej3Z2dkEBwcTHR3NqVOnAMrsqvT444/z2muvAXD33Xfzzz//MGGCkpGm0+k4ePAg69ev54033mDLli3VuQ3XYbKFUinlQmChEOIOYB5wnRSalPJb4FtQZAJMde1Gw+nVkJ0EPZUPG0LA2I8h+hiseQwe3aeEK6TBqPjz9O6llRI/ndGZMZ+nYx7/BH/e0YVzCVk88ssREjJieGTwE8yd+iqH4/YTmR5Jcm4yvZv1Ji0hkBdXhHJfPz/aezma9v3mZULoWnBuCcnnID4E/Aea9hoqNzV79uxh0qRJWFlZYWVlVexQT506xbx580hNTSUzM5NRo0ZVeJ4ePXowa9YsCgoKmDx5Mp07d6ZFixacP3+eJ554gnHjxjFy5PWTrm3btvHBBx+QnZ1NcnIy7dq1K7Zh6tSpAHTr1o2LFy+a7D0b49SjgZLewbtwW3ksBb6+EaNuSlIiYdv/wCUAWgy+ut3cCqZ9B98OhkWDIOMKWDvDI3vA3qNKl/B3tWXumDa8vjaETm9sRiMEHo5WjO3gyZf/RfDrfnNGtPGjf0B3hvnZsTU0ngXbztCnhQsvj60BDY+wf6AgG4bPh+V3Q+wp1ak3UiqbUdc29957L6tXr6ZTp0789NNPbN++HQAzMzMMBkXHyGAwkJ+fD8DAgQPZuXMn69at49577+XZZ5/lnnvu4fjx42zatIlvvvmG5cuX88MPPxRfIzc3l0cffZTDhw/TvHlz5s+fT25ubvF+S0slhKnVak2q+mhMTP0QECCE8BdCWAC3AWtLDhBClHwuHwecNZmFNwMJ4fDDKMhNhclfKzP0kjRtB6PfAzML6PUI5GfBytlQ+OGrCvf08WXp7N48MTSAmX39+OeJ/nxxexd+f7AXQ4Lc2RgSy1NLgxn3xW4++TecXv7OLLijC+ZaExcf6/Jh92fg3ELJ8LF1h7gQ015D5aanX79+/P333+Tm5pKZmck///wDQEZGBp6enhQUFLBkyZLi8X5+fhw5cgSAtWvXUlDYAjIyMpKmTZvy4IMP8sADD3D06FESExMxGAxMmzaNt99+m6NHj5a6dpEDd3V1JTMzs1SsviapdKYupdQJIR4HNqGkNP4gpQwRQrwJHJZSrgUeF0IMBwqAFMoIvahUwO5PFEc9a6PiwMuix/3KPwC3IPj7Sdj3JfR7qkqXEkLQu4ULvVuUjl33belK35au6PQGwmIzCI/LoIefM82dbarzjipnz+eQEAp3LFe+xJq2g7hTNXMtlZuWHj16MHHiRDp27EjTpk3p0KEDjo6OvPXWW/Tq1Qs3Nzd69epFRkYGAA8++CCTJk2iU6dOjB49GltbJctr+/btfPjhh5ibm2NnZ8cvv/xCdHQ09913X/HM/t13Syc0ODk58eCDD9K+fXs8PDzo0aNHrbxnVXq3PvDdULCwg5lrKx8LICUsvRPOb4cnjjS8/O7ECPi6D7QeB7f+pGzbPA8OfAsvXwGtWhPXGKgv0ruZmZnY2dmRnZ3NwIED+fbbb+natWtdm2UUqvRuQ0RKSIoAl1bGHyMEjHob9Pmw7e2as62mOPANCC2Mfv/qtqbtQZ+nLJiqqJiQ2bNn07lzZ7p27cq0adMajEOvLuqUqK7JTobctKo5dVBi0b0egn0LoedsJQWyIWAwQOjfEDAc7Jte3V4Udoo9qYSXVFRMxO+//17XJtQq6ky9rkmKUH66VEPtcODzYOkA+74yrU01SdQhyIyFNhNLb3cNAq0lXNxdN3apqDQSVKde1xQ79SrO1AGsnaDDNDi9RpntNwRC14LGHAKvyQs2s4D20+DE8obzXlRU6iGqU69rks+Bxgycqllh2+Uu0OXAqRWmtasmkBJOr4WWQ8CqjEKmXrOhIAuOLbl+n4qKilGoTr2uSYoAJ1/QVrOnZ7Ou4N4Ojv1mWrtMiZQQvhlWPwppl64PvRTRrAs07wWHvqtWDr6Kiorq1OuepHPVC70UIYQyW48+oiwy1jcSI+CXSfD7rUoFaafbof3U8sf3nA3J5xX5YRWVG6RIkAtg/fr1BAYGEhkZyfz587GxsSE+Pr7MsUII5syZU/z6o48+Yv78+bVi842iOvW6xGBQHNiNOHWATrcp4YzNryqz4vpA5D5FUndBd7hyDMZ9DC+chynfgEUFsr1tJ4GdBxxcVP6Yglz4cSxsegXyMkxvu0qjY+vWrTz55JNs2LABX19fQKn0/Pjjj8scb2lpycqVK0lMTKxNM02C6tTrkowYRfvEpcWNncfGGQa/DOe3KbPhukZKRcYg8SwMfgkePwQ9HjAuxKQ1h+6zlJl6YkTZYy7tg8g9sG8BLOwFqZeuXre+fKmp1Bt27tzJgw8+yD///EPLllezzGbNmsWyZctITk6+7hgzMzNmz55dLKfbkFDz1OuSG8l8uZYeDyiyvZtehoCRYFaHvUOvHFVi55O+gi53Vv34bvfCzg+V2PqY96/ff36bkkFz53L4fQbs/RLGfgj/vgrndyha9BV0clKpfWL/9z/yQk0rvWvZpjUeL79c4Zi8vDwmT57M9u3bad26dal9dnZ2zJo1i88//5w33njjumMfe+wxOnbsyAsvvGBSu2sadaZelyQV6p45VyNH/Vq0ZjDsVWXWesF0gvvVImS1ktHTemylQ8vEvqkSdz+2BHJSrt9/bpuyoNpyKHS4VVkkjjqs5OvHnoCUizdivUojwtzcnL59+/L999+Xuf/JJ5/k559/LtZ+KYmDgwP33HMPX3zxRU2baVLUmXpdcvkg2LqBo7dpztdymNLr88x6pWKzLpBSyZtvMRism1T/PH2fVNI01z8P0xZf3Z6VqDjuofOU170fheAl8OtUEBqlDeDFXeDsf0NvQ8W0VDajrik0Gg3Lly9n2LBh/O9//+Pla+xwcnLijjvuYOHChWUe//TTT9O1a1fuu+++2jDXJKgz9bokci/49jVdqMDcSpm9hm+qvdiylBBzXLlm6D/KF0pqpLLgeSN4tIdBL8LJP+FkCcnS89uVny2GXh3XYjDkpcHA55QvSbUqVaUENjY2rFu3jiVLlpQ5Y3/22WdZtGhRmZrmzs7OTJ8+vdyZfn1EnanXFamXIO0y9C2/hVa1CBytLJbGngTPjqY997UU5ML6OdfnyAsttB5/4+fv/yyc3QwbXoB2U5Xm2+e3gZUTNOt8ddzQVxWVyz6PQ0KYEn6SUo2rqxTj7OzMxo0bGThwIG5ubqX2ubq6MmXKlHIXRefMmcOCBQtqw0yToDr1uiJyn/LTt69pzxs4ChAQvrFmnXpBDvw8EaIOKs63yInHnlDCLjbON34NrZmS177uWaXjk6O34rD9B4BGe3Wcd3e4rbAK1W8AhKwqTBU1wVqFSoMmMzOz+PfmzZtz4cIFACZOLF0A98knn/DJJ5+UeVzTpk2LG1M3BFSnXldE7lFyy93bmva8du6KkzuzHgbV4Kr9f28rDn3a99DhlqvbvbuZ9jquhU21kiKUGXpqJHS9u/zxfgOUnxd3qU5d5aZEjanXFZF7wadP6RmnqWg7WSn4uRJs2vNeOaaEWk7+pUj+dr+/tEOvCYrSPRPPQmK48rtrBdK8rgFg11SNq6vctKhO3dRkxMH295R4c3lkxivpjKYOvRTR9W6wsFeKc0yBlIoT/24YrHkMVtwPTXxhxJumOX9F2HuCua0ip5BwRtnm1rr88UKAX/+rcXUVlZsM1ambmlMrYPu7sGV+2fv1Olj7pJJ+16qG0g6tHKHbTDi1Uoktn9mgxPCrI5Jl0Cv9UDe9DEFj4OE9SsjlrpVgaVf58TeKEEoYJemssgiqMa88XdFvgKLZnlRORapKrVFX7TIbA9W9d2pM3dTEhSg/D3ytOO1r88XXPwfhGxQtlPKaTJuC3o8obeMW9lLa3gE4NlcqL4PGKK/zs2HXx5AWBf2fAfcSM2BdviILvON9ZeFxwHMw5BUlA8Wjfc3ZXRYurZQqVa2F8ntlcgMl4+pFMXmVWsfKyoqkpCRcXFwQaiZSlZBSkpSUhJWVVZWPVZ26qYk7BT59ITcV1j4Bz56+mloXcwKO/Kik3vV4oGbtcPSGfk8rcfAeD0B+Juz9ApbeAcPnKxWfhxYrM3lzWzi5HLx7KGJb6VeUWa6hMG935NumT72sCq4BcHq18pRjzEKsS0slbHNhl6IjUxah/yhx914PKTP/3DQlZKVRH15Nhbe3N1FRUSQkJNS1KQ0SKysrvL2rXpioOnVTYtArIYIeDyg9RNc9q+SiFzXAOLFMcaYD5lR8HlMx7NXSr1uPgz/vhX9fU167t4WZfyt67Ls/UYqIclIV24PGgnsb8OwMboG1Y295uLQCaYD0KHAzQktGCGW2fn57+fnquz5SvvAOfqt0kMpOAkcf6DQDBr2kpFOq3BDm5ub4+6uVvbWNUZ9cIcRo4HNACyyWUr53zf5ngQcAHZAAzJJSRprY1vpP8nnQ5SphFZfCx/7Yk4pTN+iVrJGAkabJ4a4OFrZw2++KyqFzS3D0urpv1Dt1Y5MxlBQ8M7YptV9/5ekjMfz6Y/IylC+wbvcq6w85KdDET5m57/xQWYit6aweFZUaolKnLoTQAguBEUAUcEgIsVZKebrEsGNAdyllthDiEeADYEZNGFyviTul/GzartARCcWptx4HF3Yqi3cd6/i2aM3Bf2Dd2lBVSuabV5T5UhL/wrj6hZ3XO/VLB5SZf9vJSmu9Ivo8Ae94KE9bKioNFGMCiD2BCCnleSllPrAUKCXsIaXcJqUsKrnaD5hIoaoBEHsSvh+pZJrEhSgl8q5ByqzYpdXVbkQnloGlg1LGr1I1rBzB1l3JGDJWpriJvzI2+PfrUxsj9yhhsOY9S283s1Di60WpkyoqDRBjnLoXcLnE66jCbeVxP7ChrB1CiNlCiMNCiMONYvHk1ApYPBwuH4CNcxX5V5dWirAWgEcHpWw+PwtC/1ZErsyrvpqtArgGKo7aWJ14IaDPY0rWzMVrpIgj9yj9UMvqwOQaqBQ6qag0UEy61C+EuAvoDnxY1n4p5bdSyu5Syu7Xiuo0OKSEDS8pi4m3/qSEVs5vK52m6NFBEe46/oeSfVLXoZeGzKi3YeKXVTum0x3KDH/3Z1e35WdD9NHyC79cA5XMH/31in0qKg0BY5x6NNC8xGvvwm2lEEIMB14BJkop80xjXj0m+TxkxUPXmdBuiqJlDtc49UJBre3vg4M3+ParfTsbC826gF8V75+5FfR+GM5tVRw5QPRhMBSAb/+yj3ENVPan3nzr/CqNA2Oc+iEgQAjhL4SwAG4D1pYcIIToAixCcejxZZyj8XH5gPLTp7fyc9hrYGZV2nF7dFB+ZsVDx1vVHOi6oPv9ihbMivsVCYcdHyhFTNfG04soWlRV4+oqDZRKvYyUUgc8DmwCQoHlUsoQIcSbQogi/coPATvgTyFEsBBibTmnazxc2qcs4BWJSzXrDHOjwbfP1TH2TZXHf1BDL3WFtRPc+rMSBvuym5K2OPFLZXtZFFWgFomHqag0MIzKU5dSrgfWX7PttRK/11HvtDrk0gGlT2bJ2XdZBSs+vSA9Rom9q9QNvn2UBtbrX4CJX0Cn28ofa+UIdh6qU1dpsKhlc9UhOxkSz0DH6ZWPnfKt0jdTpW7p8YDScKOsjJdrcQ1oHE49cp8i/aBWx95UqEHe6lAcT+9T8TgACxuwtK9Ze1SMwxiHDkpcPSG8YUv3xofBj6Nh5wd1bYlKLaM69epwab8iAevVta4tUakJXAOVRtaZcXVtSfUpqm7e+6US/lO5aVCdenWI2Kq0jDO3rmtLVGqCohaDRY6xIZJwRqnA1RfAtnqs66NiclSnXlVSLkJcoZ6LSuOkKBU15kTd2nEjJJ5RKnB7PaS0IEy9VNcWqdQSqlOvKqH/KD9bj69bO1RqDmsnRVkztgE79YRCdcpOtwESLh+sa4tUagnVqVeV0L+haYfKW6qpNGw8Ol4VY2to6HWK1IFbkKJqaWZ1taJWpdGjOvWqkBmvZL60UWfpjR6Pjkqz67zMurak6qRcUKQOXIMUqWWPjoqwmcpNgerUq0LYP4CENhPq2hKVmsazIyCv9pxtSBTpwRd1rPLqqjQFUUXKbgpuTqeeEA66amiOnVqpSOsWZUeoNF6KxNgaYly9SLfGtdCpN+sCBdnK4qlKo+fmc+rZyfB1X6XpclVIi1Z0QzpML7vnpUrjwqEZWDsrM9yGRmK4ogpaVPTWrLCeQo2r3xTcfPXDCWFKvDHqUNWOO7UCkGrvypsFIZQQTENcLE0IK93Cz6WV0nUr6pASTirIgvGfq6qhjZSbz6nHhyo/q5qDfPJPZcZTsl+mSuOmWVfY+wVkxIK9R11bYxwGvdK5qVsJCWiNBjw7wdGfr25zbgH9n6l9+1RqnJvvq7oo3ph8Tukqb9Qx4Ups1RgBL5XGQ5e7FCdZ1VBdXRIfqsTPm3Upvd23LyBg3MfQbipsfQsi99aJiSo1y03o1EOV8mmAWCPLwIsEvAJG1oxNKvUTl5YQNBYOfa+0wWsIRBUWGXl3L719wBx48qiiVjnxC+XJY/entW+fSo1zEzr1M9BisPK7sZkNCWFKAUcTv5qySqW+0vdxyElW+sw2BKIOg42rIhFQEjNLJeQCygJqq+FKTwCDKgvd2Li5nHp2sqK812KI8sEviqsbDBUfl3BG0djWaGveRpX6hU8fJZSx/6vKPyf1gcsHFQ31yjK0fPspSpTxp2vHLpVa4+Zy6kXxdPc2hZkNx2HPF/BhC8hNq/g4t9a1Y6NK/UII6PO4UnZ/dnNdW1Mx2cmQdBaa96h8bFHbRTWu3ui4yZx6YeaLW5BSXBIXAv++Bjkp5WfD5GVC2qXSKWIqNxdtJ4GDF+xbUHp78oW6sac8oo8oP72NcOpOPuDYXHXqjZCbzKmfAQs75cPs2RGk4Wqcsbxy8KK2ZupM/eZFaw69HoaLu64WI538C77oDGc2VP18uWmwdwEsGgQrHlBm2Kbg8kElCaCo2KgyfPooDdQbcoen2iQntUHcq5vLqceHKqXTQkDLYdD5Lrh7lRJfjyunyKQoZKM69ZubrvcoE4KNLytO+d/Xle1VzSCREpbeCZtfUSYVIauVCuc4E8S2ow6CezuwtDNuvG8fZY0p+fyNX7sxk58Nqx+D933hPV/4817jnbuUSqOSWvwyuLmcemL4Veds7QSTF0ITX/BoX/5MPSFMaV13bTaBys2FtROM+wQid8M3AyA9CtpPU9JdLx0w/jwXdioz/lH/g4d3wYNblXqJg9/emH26fGWm7mtE39wifAsLlC7suLFrN2bys+H7ERC8BHo8CH79IWSVcV2x9n8NbzSBt1xhxf01b2shRjl1IcRoIcQZIUSEEOKlMvYPFEIcFULohBD1s44+PxsyYsClxfX7mrZXZvFlqdgVZb6oHdlVOs2AAc9BaqSi1DnxS7BuolSdGoOUsO1/Sny+e+EfuWcn8BugOPsbIeqQUnTkP8j4Y1wDlc/+3gXKZ//CLlh+T8OUG64pLu5WHPiURTDuIxhf+GRmzKJ58O+KRIP/QKW5Ti3VOlTq1IUQWmAhMAZoC9wuhLhWpvAScC/wu6kNNBkpF5WfZc24m7YHXW7Zj6HX6mio3NwMeQWmfqdop1jYKs45bB2kX6n82PPb4PJ+pRDI3Orqdv+BSoVzWlT17Tq/XYmn+/U3/hghYPBc5dr7voS/7oPTa+D06urb0di4tBc0Zlfltu2bKl/EZ/+t+Lj0GKUOpvMd0O8p0OfV2qK0MTP1nkCElPK8lDIfWApMKjlASnlRSnkCqL+JvEUO27msmXo75ee1cfWCHOXLQI2nqxSh0ShyEbYuyuv2UwEJEVsqPzZsPVjYQ5e7S2/3H6D8vLCr+nZd2KHk01s7Ve241uPAszNsma+EgRy84Oiv1bcDlCeS0L+rJ29d34jcqyw8W9hc3RYwUgm75aSUf1zR5yFgpBLmMrOCc1tr1tZCjHHqXsDlEq+jCrdVGSHEbCHEYSHE4YSEhOqcovqkFKafldWGzi1I+Ta+VjYg5gQgrzp9FZVrcW+rOEJjHsfjQpTPkpnFNedop8j8XqymU8/LUNIZqxJ6KUIIGPaaMssf9T+lUfXl/YreUXUJXQvL7lIaXjdk8rMVuWLfvqW3B4xUFrnP/Vf+sWc3g30z5f/b3Fo5hzFf/CagVhdKpZTfSim7Sym7u7m51eallZm6lZMSA70WM0slvnjtYmnkHuWnTxUWn1RuLoSAgBFwbruyWFkeUl516teiKQybXNhZvSyJyL1g0EGLajh1gFbD4Plz0ON+6HQ7CC389xasnA17Pq/6+fYtVH6Gb6qePfWF6MOKTLdvv9LbvbopfqS8EIy+QAmHBYy4WtnbcpiSqJF6uexjTIgxTj0aaF7itXfhtoZF8oWyQy9FeHRQ/hNLLhJF7lVCL7auNW+fSsMlYCTkZygz3PJIu6yU5Zf31Oc/UBlT9ERZFc5tUx7vm/eu+rFF2DgrP+3cIWiMMts++RdseQMSI66O0+vg9FrFcR/95fovoajDSmjC1k0JCTUUIbSyiNwHCGjes/R2jVbRzjn7b9nSEZcPQF56aQHAVsOUn7UQgjHGqR8CAoQQ/kIIC+A2YG3NmlUDJJ8vO/RSRPdZShHIf28rr/U6uLT/+kcvFZVr8R+kpL1WFIIpegr06FD2fr/CuHrkvqpdW6+DkJXQcmjpxdcbYdzHcOdf8PQJ5cti2ztX922eB8vvhk0vw9onrl9U3bdAacgx7mMl+aC6IaX6QOQeJd25rHWKgJGQnQgxx8o4bi8grq6VgDI5dPRR6hJqmEqdupRSBzwObAJCgeVSyhAhxJtCiIkAQogeQogo4FZgkRCifnXr1eUrs6CKZuo+vaHng3DgGyXvOO6kMvu69tFLReVaLO3Ar5/yB5uVWPaYorxm9zZl73cNVBZRr1Sx5dy5rUoBUec7q3ZcRdh7KKEDR2/o85jypXF6rbKAeuBr6PkQPH9eWWBd/4KyYJgRqxTlhKxSJkiBo8HcFsI3Vs+G1MtXM4p0ecp1ijLYagNdnpImWt7ff8thgCg7BBN9RPn/tHK8uk0IRZ///LYaL/YyKqYupVwvpQyUUraUUr5TuO01KeXawt8PSSm9pZS2UkoXKWX9WllMu6wsbFRWQDTsNeWDvPIBJbUL1Hi6inEMfAGyEuDnCZBZRhJA7ClFurmob+i1aDTg1eWqfouxHPtNqYgOHFVlk42i7+Ng56HMztc+rvw9jHpHyf6Z+AVkJ8HX/eCTNkpq55B5StqnmaUicR2+uXrrBEtvhyW3KseeXgsHF8GJ5SZ/e+USuUfJ+285tOz9ti6KZv21T2dSKourXmVINXS9W1mvOPLz9ftMyM1RUVokvFTRTB2UP7hbf4bMeKX8u4kfOFYr0UflZsOvH9yxTPmsrXzw+v1xIUo9REV4dVOcf0GucdfMTla0ZzpOV/RpagIrR3hsP9zxp5IdM+O3q9fy7ARD54G9Jwx8Hh7dD4Oev5rd03qsUnlrbHFWEelXlN6wcaeUEOixwhTLywdN974q4+wW0FpeDYuVRcBIxYGX/BJPj4aseOX/8locmilPMMFLKl5Uv0FuEqdelKNuRKm/dzelegzAtwqFHCoqLQbD4BeVR+ySqp/52UqBjzFO3VBgXAk6KM3QDQVKgUtNYt0EAkcqoZhrkwYGPKtIHQx5+fr+vR1vg3ZTFCXUHR+UXbFdFkWpgloL2PqGsuCqtVTCIbWloRLxr/JFXTI//VoCRgCy9OJn0ZNWeaJq3e9TnujC/jGZqddyczj1lAtgbgN2TY0b324yzPxHmYWoqFSFbvcqseT9X13dlhCqhP8qq3comt0ZG4I5s0EpQy9v8bWu0ZrB1MXQ4VZlsfXrvsbJIURsUUI+PR5QVCQR0O9JyE2FpHM1bTWkRCrph61GVDzOo5PylLJxLuz4EPKzlJm7xlxZYC2LlkOV4jNHb9PbXcjN4dSTIpR4emXdYEriPwAcPGvOJpXGiXUTZUHs5F9KqTjAqZVKLPXavqHX4tBMcRLGOPW8TCWzJHD0jdtck2jNFFmF6b+CPl8pSqqoEtOgV1I0Ww27qo/TYrDSLBuU2XpNE1G4+BlQiVPXaOCO5cr/67a34a9Zyv+dR3tlTaHMY7QwacH1aZIm5OZw6nEh0PRauRoVlRqi9yNKMdC2t5VsmMM/KLNVh2aVH+vVzTinfn6b4iTru1MHZTLVdqISj89NV7qNlUf0UWVG3moYuLaCyV8rsXy3ICU7qDac+tkt4OSrPAVVhmdHuPNPGPOBkulzcZfxevY1RON36tnJyuJFZfFMFRVT4ewP/Z9WMlN+naJoCA2YY9yxXl2VJ8vKGmeEbwRLRyUVt6Hg0R463KKkDWfElT3mzDpFsqDFEOV15zuUCZlGq9ybG3XqZzYqXxzloctTQkQlq0GNoedsRYoZys58qUUav1MvWnQqL8alolITDH0VAkYpSn3tpoBboHHH+Q9WflZUYm8wKKmCAcNrLuulphg8V3nCKCsjJiEc9n2liIwVVbiWxLuH8tSdn1W9a4f+DX/MgMXDYNMrZWcZRe6FgqzK4+nXIgRM+EJJi24zsXr2mYjG79SLRLo8OtatHSo3FxotTPtOaVo94g3jj/PqCg7eSpl+eQQvUdLmGkLo5VpcWip2n1pRusRer4PVDyvZJmM/LvtYnz4g9YrGeVWJOw2rHlbCW13vUSpf/5qlxPBLErFFybrxryCVsTws7ZQnMiuHqh9rQhq/U487BbbuiqaFikptYuWoFOo4+Rh/jBCKdndEYUekkhj0SpONtY8rlY5FGt8NjbaTlIY1JUMpwb8pawnjPlY0y8vCf6Aiynfyr6pfc9PLSgbcjCUw4XMlBn5mHax/vvTC7dnNyr21sK36NeoJjd+px55UQy8qDYu2k5SmCiVDMPGh8P1I2PG+Iglw92pF0rUhEjhKmQ2XfBo5sVzRRynKcikLMwvl3oStq1oIRpevFDG1n3o1o63XQ9D3CTj8PbzvB593Vp4eEsMrz3qp5zRup64vUDoX1dc8XhWVsmjeS6mpOPmXEpY4vgy+HazUW0z7HiYtvF6TvSFh5ajka59eoxQTpUUrsez20ypfnOw4XYl5h61TxMV+mQwn/qy4IUfsCdDlXC/5MfxNuGsljHxbqSP4a5ayvaS6YgOkcTfeTAxXFmWaqk5dpQGh0SgpkPsWwActFMle3/5w64+NJ4zYZqKSwRN9RJlFI69mj1SET1+l+cTaJxVHbeuuaDWdna6sYZTFpULly2szhTQaJXWy1TDl6eevWYpkrjGpjPWYxunUC3KUWcCVYOW1Gn5RaWgMe13J9ji7Wak+HPh8w8t0qYjWY2GDvdIX1cxKUXy8VmagLDQapQH47k9h5DvQ+1HY8AIc+RFGvqUoTBYhpTLzv7RfKT4sue9abJzhntVXj2nANM7wS8gqWPWQIhNq5QguAXVtkYpK1TCzUOQqJn+l6Ko0JocOSuXtzDXKBCwx3LhZehGDX4bHDikKkhoN9HpYKfYKXqLs1+XBxpfho0BlTe3SPuPVVhu4Q4fGOlOPD1UWYh7aqayWaxvn21RRadB4dYMHtsCBRYq0grGYWZTO+3dtpagpHvlZyS9f+wTEBCsaPEumK/LAvjePhHbjnKknnlXiYu5tVP0WFZX6TBM/GP1u2cVGVaHbvZAaCYsGKP0TZiyBGb9CRmGjjZuoL0LjnMImhqsZLyoqNxNtJig9Wt3bKFWdRV8Sg16CM+sb/OJnVWh8Tl2Xp6R+VSVGp6Ki0rAxs4T7y5BWGDJX+XcT0fjCL8nnlZxTVyO1NlRUVFQaEY3PqSeGKz9d1YwXFRWVmw/VqauoqKg0Ioxy6kKI0UKIM0KICCHES2XstxRCLCvcf0AI4WdyS40lIRwcmzdoQR4VFRWV6lKpUxdCaIGFwBigLXC7EOLaNkL3AylSylbAp8D7pjbUaBLD1Vm6iorKTYsxM/WeQISU8ryUMh9YCky6Zswk4OfC3/8ChglRB6VZUio56q5BtX5pFRUVlfqAMSmNXsDlEq+jgF7ljZFS6oQQaYALkGgKI0uxbyFsfRM0Zso/rbnSvVtjppQMF2SpM3UVFZWbllrNUxdCzAZmA/j4VKFxQEk8OylayHodGAoUeV2DTvmnL1AKEILGmtBqFRUVlYaDMU49Gmhe4rV34bayxkQJIcwARyDp2hNJKb8FvgXo3r27rI7B+PVX/qmoqKioXIcxMfVDQIAQwl8IYQHcBlzbQHEtMLPw91uA/6SU1XPaKioqKirVptKZemGM/HFgE6AFfpBShggh3gQOSynXAt8DvwohIoBkFMevoqKiolLLGBVTl1KuB9Zfs+21Er/nArea1jQVFRUVlarS+CpKVVRUVG5iVKeuoqKi0ohQnbqKiopKI0J16ioqKiqNCNWpq6ioqDQiRF2lkwshEoDICoa4UhMyAzVPQ7S7IdoMDdPuhmgzNEy7G6LNULndvlJKt/J21plTrwwhxGEpZfe6tqOqNES7G6LN0DDtbog2Q8O0uyHaDDdutxp+UVFRUWlEqE5dRUVFpRFRn536t3VtQDVpiHY3RJuhYdrdEG2Ghml3Q7QZbtDuehtTV1FRUVGpOvV5pq6ioqKiUkVUp66ioqLSiKiXTl0IMVoIcUYIESGEeKmu7SkLIURzIcQ2IcRpIUSIEOKpwu3zhRDRQojgwn/1rg2TEOKiEOJkoX2HC7c5CyH+FUKcLfzZpK7tLEIIEVTifgYLIdKFEE/Xx3sthPhBCBEvhDhVYluZ91YofFH4OT8hhOhaj2z+UAgRVmjXKiGEU+F2PyFETol7/k1d2FyB3eV+JoQQcwvv9RkhxKi6sbpcu5eVsPmiECK4cHvV77eUsl79Q9FsPwe0ACyA40DburarDDs9ga6Fv9sD4UBbYD7wXF3bV4ntFwHXa7Z9ALxU+PtLwPt1bWcFn49YwLc+3mtgINAVOFXZvQXGAhsAAfQGDtQjm0cCZoW/v1/CZr+S4+rhvS7zM1H4t3kcsAT8C32Mtr7Yfc3+j4HXqnu/6+NMvScQIaU8L6XMB5YCk+rYpuuQUsZIKY8W/p4BhKI04G6oTAJ+Lvz9Z2By3ZlSIcOAc1LKiqqR6wwp5U6URjElKe/eTgJ+kQr7ASchhGetGFqCsmyWUm6WUuoKX+5HaWNZryjnXpfHJGCplDJPSnkBiEDxNbVORXYLIQQwHfijuuevj07dC7hc4nUU9dxZCiH8gC7AgcJNjxc+tv5Qn8IYJZDAZiHEkcJm4ABNpZQxhb/HAk3rxrRKuY3SH/j6fq+h/HvbUD7rs1CeKIrwF0IcE0LsEEIMqCujKqCsz0RDudcDgDgp5dkS26p0v+ujU29QCCHsgBXA01LKdOBroCXQGYhBeZSqb/SXUnYFxgCPCSEGltwplee+epfrWtgjdyLwZ+GmhnCvS1Ff7215CCFeAXTAksJNMYCPlLIL8CzwuxDCoa7sK4MG95m4htspPWmp8v2uj049Gmhe4rV34bZ6hxDCHMWhL5FSrgSQUsZJKfVSSgPwHXX0iFcRUsrowp/xwCoUG+OKHv0Lf8bXnYXlMgY4KqWMg4Zxrwsp797W68+6EOJeYDxwZ+GXEYXhi6TC34+gxKYD68zIa6jgM1Gv7zWAEMIMmAosK9pWnftdH536ISBACOFfODO7DVhbxzZdR2Hs63sgVEr5SYntJWOiU4BT1x5blwghbIUQ9kW/oyyInUK5xzMLh80E1tSNhRVSahZT3+91Ccq7t2uBewqzYHoDaSXCNHWKEGI08AIwUUqZXWK7mxBCW/h7CyAAOF83Vl5PBZ+JtcBtQghLIYQ/it0Ha9u+ShgOhEkpo4o2VOt+18XqrxGrw2NRsknOAa/UtT3l2Ngf5TH6BBBc+G8s8CtwsnD7WsCzrm29xu4WKFkAx4GQovsLuABbgbPAFsC5rm29xm5bIAlwLLGt3t1rlC+dGKAAJW57f3n3FiXrZWHh5/wk0L0e2RyBEoMu+mx/Uzh2WuHnJhg4CkyoZ/e63M8E8ErhvT4DjKlPdhdu/wl4+JqxVb7fqkyAioqKSiOiPoZfVFRUVFSqierUVVRUVBoRqlNXUVFRaUSoTl1FRUWlEaE6dRUVFZVGhOrUVVRUVBoRqlNXUVFRaUT8H3T9bIrjSvXSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for _list in list([list_moran,list_z,list_p]):\n",
    "    _df=pd.DataFrame(_list).T.rolling(5).mean()\n",
    "    df = pd.DataFrame(_df)\n",
    "    df.columns = ['Queen','Rook','gaussian','KNN']\n",
    "    df.plot()\n",
    "    plt.axvline(44, color='r', linestyle='--',lw=0.8,label='武汉封城')\n",
    "    plt.axvline(50, color='r', linestyle='--',lw=0.8,label='全省限制聚集')\n",
    "    plt.axvline(54, color='r', linestyle='--',lw=0.8,label='2月4日：全省密接集中隔离，筛查')\n",
    "    plt.axvline(59, color='r', linestyle='--',lw=0.8,label='村组封闭')\n",
    "    plt.axvline(69, color='r', linestyle='--',lw=0.8,label='追踪既往密接')\n",
    "    plt.axvline(65, color='r', linestyle='--',lw=0.4)\n",
    "    plt.show()\n",
    "for _list in list([lag_list_moran,lag_list_z,lag_list_p]):\n",
    "    _df=pd.DataFrame(_list).T.rolling(5).mean()\n",
    "    df = pd.DataFrame(_df)\n",
    "    df.columns = ['Queen','Rook','gaussian','KNN']\n",
    "    df.plot()\n",
    "    \n",
    "delta=pd.DataFrame(np.array(lag_list_moran)-np.array(list_moran)).T.rolling(5).mean()\n",
    "delta.columns = ['Queen','Rook','gaussian','KNN']\n",
    "delta.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e62229a3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0           NaN\n",
      "1           NaN\n",
      "2           NaN\n",
      "3           NaN\n",
      "4      0.632220\n",
      "5      0.649619\n",
      "6      0.649619\n",
      "7      0.655750\n",
      "8      0.655655\n",
      "9      0.671272\n",
      "10     0.666871\n",
      "11     0.680644\n",
      "12     0.695038\n",
      "13     0.712762\n",
      "14     0.719126\n",
      "15     0.710196\n",
      "16     0.705768\n",
      "17     0.721819\n",
      "18     0.727554\n",
      "19     0.727542\n",
      "20     0.754623\n",
      "21     0.757098\n",
      "22     0.764613\n",
      "23     0.783309\n",
      "24     0.797075\n",
      "25     0.801267\n",
      "26     0.830289\n",
      "27     0.821722\n",
      "28     0.814937\n",
      "29     0.827491\n",
      "30     0.838842\n",
      "31     0.850788\n",
      "32     0.865651\n",
      "33     0.883448\n",
      "34     0.887539\n",
      "35     0.893150\n",
      "36     0.894803\n",
      "37     0.901626\n",
      "38     0.905402\n",
      "39     0.912477\n",
      "40     0.918658\n",
      "41     0.923021\n",
      "42     0.925243\n",
      "43     0.928390\n",
      "44     0.928759\n",
      "45     0.929882\n",
      "46     0.930642\n",
      "47     0.930652\n",
      "48     0.929719\n",
      "49     0.930216\n",
      "50     0.929786\n",
      "51     0.929544\n",
      "52     0.929673\n",
      "53     0.929502\n",
      "54     0.928109\n",
      "55     0.925647\n",
      "56     0.923051\n",
      "57     0.921406\n",
      "58     0.921182\n",
      "59     0.919341\n",
      "60     0.920942\n",
      "61     0.922637\n",
      "62     0.917897\n",
      "63     0.916735\n",
      "64     0.917937\n",
      "65     0.915773\n",
      "66     0.912775\n",
      "67     0.915516\n",
      "68     0.913247\n",
      "69     0.879343\n",
      "70     0.856804\n",
      "71     0.845462\n",
      "72     0.842147\n",
      "73     0.818807\n",
      "74     0.840532\n",
      "75     0.854131\n",
      "76     0.856280\n",
      "77     0.846804\n",
      "78     0.850685\n",
      "79     0.835914\n",
      "80     0.823635\n",
      "81     0.813606\n",
      "82     0.812941\n",
      "83     0.822733\n",
      "84     0.837425\n",
      "85     0.840397\n",
      "86     0.839186\n",
      "87     0.827028\n",
      "88     0.791278\n",
      "89     0.774410\n",
      "90     0.760262\n",
      "91     0.750818\n",
      "92     0.747232\n",
      "93     0.746843\n",
      "94     0.732941\n",
      "95     0.721845\n",
      "96     0.707090\n",
      "97     0.695493\n",
      "98     0.696046\n",
      "99     0.704793\n",
      "100    0.711884\n",
      "101    0.727554\n",
      "102    0.724818\n",
      "103    0.719196\n",
      "104    0.700588\n",
      "105    0.689616\n",
      "106    0.683718\n",
      "107    0.682433\n",
      "108    0.697527\n",
      "109    0.710926\n",
      "110    0.708626\n",
      "111    0.706751\n",
      "112    0.732610\n",
      "113    0.745454\n",
      "114    0.751375\n",
      "115    0.777625\n",
      "116    0.794085\n",
      "117    0.775540\n",
      "118    0.774751\n",
      "119    0.774791\n",
      "120    0.772292\n",
      "121    0.755471\n",
      "122    0.754254\n",
      "123    0.746827\n",
      "124    0.746494\n",
      "125    0.740880\n",
      "126    0.747101\n",
      "127    0.757212\n",
      "128    0.760852\n",
      "129    0.752817\n",
      "130    0.746176\n",
      "131    0.730824\n",
      "132    0.725041\n",
      "133    0.711395\n",
      "134    0.713337\n",
      "135    0.709954\n",
      "136    0.710092\n",
      "137    0.707741\n",
      "138    0.707812\n",
      "139    0.717788\n",
      "140    0.727945\n",
      "141    0.738293\n",
      "142    0.731452\n",
      "143    0.726690\n",
      "144    0.699114\n",
      "145    0.680005\n",
      "146    0.682322\n",
      "147    0.670097\n",
      "148    0.663099\n",
      "149    0.672307\n",
      "150    0.669441\n",
      "151    0.661641\n",
      "152    0.669015\n",
      "153    0.675142\n",
      "154    0.673250\n",
      "155    0.669881\n",
      "156    0.676305\n",
      "157    0.689273\n",
      "158    0.711215\n",
      "159    0.727590\n",
      "160    0.750426\n",
      "161    0.746850\n",
      "162    0.748256\n",
      "163    0.733528\n",
      "164    0.713924\n",
      "165    0.714404\n",
      "166    0.721235\n",
      "167    0.714096\n",
      "168    0.709352\n",
      "169    0.713128\n",
      "170    0.690409\n",
      "171    0.666416\n",
      "Name: gaussian, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.max_rows',None)\n",
    "_df=pd.DataFrame(lag_list_moran).T.rolling(5).mean()\n",
    "df = pd.DataFrame(_df)\n",
    "df.columns = ['Queen','Rook','gaussian','KNN']\n",
    "print(df['gaussian'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "03b05871",
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "import libpysal as lps\n",
    "import matplotlib.pyplot as plt\n",
    "import esda\n",
    "import matplotlib.ticker as ticker\n",
    "import datetime \n",
    "from collections import Counter\n",
    "import numpy as np\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "gdf = gpd.read_file('C:/Users/18295335197/Desktop/test/fix/武汉市每日病例.geojson')\n",
    "gdf.fillna(0,inplace=True)\n",
    "w_Queen = lps.weights.Queen.from_dataframe(gdf)\n",
    "w_Rook = lps.weights.Rook.from_dataframe(gdf)\n",
    "w_gaussian=lps.weights.Kernel.from_dataframe(gdf,function='gaussian',fixed=False,k=12)\n",
    "w_KNN=lps.weights.KNN.from_dataframe(gdf,k = 12)\n",
    "w_list=([w_gaussian])\n",
    "columns=['Queen','Rook','gaussian','KNN']\n",
    "list_moran=list()\n",
    "list_p=list()\n",
    "list_z=list()\n",
    "lag_list_moran=list()\n",
    "lag_list_p=list()\n",
    "lag_list_z=list()\n",
    "L_df=list()\n",
    "lag_L_df=list()\n",
    "for w in w_list:\n",
    "    moran=list()\n",
    "    p=list()\n",
    "    z=list()\n",
    "    lag_moran=list()\n",
    "    lag_p=list()\n",
    "    lag_z=list()\n",
    "    c_list=list()\n",
    "    columns_list=list(gdf)[3:175]\n",
    "    for c in columns_list:\n",
    "        c=c[5:-9]\n",
    "        c_list.append(c)\n",
    "    for i in range (3,175):\n",
    "        y = gdf.iloc[:,i]\n",
    "        mi = esda.moran.Moran_Local(y, w, transformation = \"r\")\n",
    "        #HH=1, LH=2, LL=3, HL=4\n",
    "        sig = 1 * (mi.p_sim < 0.05)\n",
    "        HH = 1 * (sig * mi.q == 1)\n",
    "        LL = 3 * (sig * mi.q == 3)\n",
    "        LH = 2 * (sig * mi.q == 2)\n",
    "        HL = 4 * (sig * mi.q == 4)\n",
    "        #L_list=pd.Series([Counter(HH)[1],Counter(HL)[4],Counter(LH)[2],Counter(LL)[3],int((Counter(sig)[0])/10)],index=['HH','HL','LH','LL','sig'])\n",
    "        L_list=list([Counter(HH)[1],Counter(HL)[4],Counter(LH)[2],Counter(LL)[3],Counter(sig)[0]])\n",
    "        L_df.append(L_list)\n",
    "#         moran.append( mi.I )\n",
    "#         p.append( mi.p_sim )\n",
    "#         z.append( mi.z_sim )\n",
    "        \n",
    "        \n",
    "        ylag = lps.weights.lag_spatial(w, y)\n",
    "        lag_mi = esda.moran.Moran_Local(ylag, w, transformation = \"r\")\n",
    "        #HH=1, LH=2, LL=3, HL=4\n",
    "        lag_sig = 1 * (lag_mi.p_sim < 0.05)\n",
    "        HH = 1 * (lag_sig * lag_mi.q == 1)\n",
    "        LL = 3 * (lag_sig * lag_mi.q == 3)\n",
    "        LH = 2 * (lag_sig * lag_mi.q == 2)\n",
    "        HL = 4 * (lag_sig * lag_mi.q == 4)\n",
    "        lag_L_list=list([Counter(HH)[1],Counter(HL)[4],Counter(LH)[2],Counter(LL)[3],(Counter(sig)[0])])\n",
    "        lag_L_df.append(lag_L_list)\n",
    "df_L=pd.DataFrame(L_df)\n",
    "df_lag_L=pd.DataFrame(lag_L_df)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "616f3a41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_L_T=(df_L.T[0:3]).T\n",
    "df_L_T.columns = ['HH','HL','LH']\n",
    "data_list=['12-08', '12-09', '12-10', '12-11', '12-12', '12-15', '12-16', '12-17', '12-18', '12-19', '12-20', '12-21', '12-22', '12-23', '12-24', '12-25', '12-26', '12-27', '12-28', '12-29', '12-30', '12-31', '01-01', '01-02', '01-03', '01-04', '01-05', '01-06', '01-07', '01-08', '01-09', '01-10', '01-11', '01-12', '01-13', '01-14', '01-15', '01-16', '01-17', '01-18', '01-19', '01-20', '01-21', '01-22', '01-23', '01-24', '01-25', '01-26', '01-27', '01-28', '01-29', '01-30', '01-31', '02-01', '02-02', '02-03', '02-04', '02-05', '02-06', '02-07', '02-08', '02-09', '02-10', '02-11', '02-12', '02-13', '02-14', '02-15', '02-16', '02-17', '02-18', '02-19', '02-20', '02-21', '02-22', '02-23', '02-24', '02-25', '02-26', '02-27', '02-28', '02-29', '03-01', '03-02', '03-03', '03-04', '03-05', '03-06', '03-07', '03-08', '03-09', '03-10', '03-11', '03-12', '03-13', '03-14', '03-15', '03-16', '03-17', '03-18', '03-19', '03-20', '03-21', '03-22', '03-23', '03-24', '03-25', '03-26', '03-27', '03-28', '03-29', '03-30', '03-31', '04-01', '04-02', '04-03', '04-04', '04-05', '04-06', '04-07', '04-08', '04-09', '04-10', '04-11', '04-12', '04-13', '04-14', '04-15', '04-16', '04-17', '04-18', '04-19', '04-20', '04-21', '04-22', '04-23', '04-24', '04-25', '04-26', '04-27', '04-28', '04-29', '04-30', '05-01', '05-02', '05-03', '05-04', '05-05', '05-06', '05-07', '05-08', '05-09', '05-10', '05-11', '05-12', '05-13', '05-14', '05-15', '05-16', '05-17', '05-18', '05-19', '05-20', '05-21', '05-22', '05-23', '05-24', '05-25', '05-26', '05-27', '05-28', '05-29']\n",
    "df_L_T.index = data_list\n",
    "df_L_T.rolling(3).mean().plot.area(stacked=False)\n",
    "plt.axvline(0, color='r', linestyle='--',lw=0.4)\n",
    "plt.axvline(28, color='r', linestyle='--',lw=0.4)\n",
    "plt.axvline(31, color='r', linestyle='--',lw=0.4)\n",
    "plt.axvline(44, color='r', linestyle='--',lw=0.8,label='武汉封城')\n",
    "plt.axvline(50, color='r', linestyle='--',lw=0.8,label='全省限制聚集')\n",
    "plt.axvline(54, color='r', linestyle='--',lw=0.8,label='2月4日：全省密接集中隔离，筛查')\n",
    "plt.axvline(59, color='r', linestyle='--',lw=0.8,label='村组封闭')\n",
    "plt.axvline(69, color='r', linestyle='--',lw=0.8,label='追踪既往密接')\n",
    "plt.axvline(65, color='r', linestyle='--',lw=0.4)\n",
    "plt.show()\n",
    "\n",
    "df_lag_L_T=(df_lag_L.T[0:3]).T\n",
    "df_lag_L_T.columns = ['HH','HL','LH']\n",
    "df_lag_L_T.rolling(3).mean().plot.area(stacked=False)\n",
    "\n",
    "delta=pd.DataFrame(np.array(df_lag_L_T)-np.array(df_L_T))\n",
    "delta.columns = ['HH','HL','LH']\n",
    "delta.rolling(3).mean().plot.area(stacked=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "97e58931",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['12-02', '12-08', '12-10', '12-11', '12-12', '12-15', '12-16', '12-17', '12-18', '12-19', '12-20', '12-21', '12-22', '12-23', '12-24', '12-25', '12-26', '12-27', '12-28', '12-29', '12-30', '12-31', '01-01', '01-02', '01-03', '01-04', '01-05', '01-06', '01-07', '01-08', '01-09', '01-10', '01-11', '01-12', '01-13', '01-14', '01-15', '01-16', '01-17', '01-18', '01-19', '01-20', '01-21', '01-22', '01-23', '01-24', '01-25', '01-26', '01-27', '01-28', '01-29', '01-30', '01-31', '02-01', '02-02', '02-03', '02-04', '02-05', '02-06', '02-07', '02-08', '02-09', '02-10', '02-11', '02-12', '02-13', '02-14', '02-15', '02-16', '02-17', '02-18', '02-19', '02-20', '02-21', '02-22', '02-23', '02-24', '02-25', '02-26', '02-27', '02-28', '02-29', '03-01', '03-02', '03-03', '03-04', '03-05', '03-06', '03-07', '03-08', '03-09', '03-10', '03-11', '03-12', '03-13', '03-14', '03-15', '03-16', '03-17', '03-18', '03-19', '03-20', '03-21', '03-22', '03-23', '03-24', '03-25', '03-26', '03-27', '03-28', '03-29', '03-30', '03-31', '04-01', '04-02', '04-03', '04-04', '04-05', '04-06', '04-07', '04-08', '04-09', '04-10', '04-11', '04-12', '04-13', '04-14', '04-15', '04-16', '04-17', '04-18', '04-19', '04-20', '04-21', '04-22', '04-23', '04-24', '04-25', '04-26', '04-27', '04-28', '04-29', '04-30', '05-01', '05-02', '05-03', '05-04', '05-05', '05-06', '05-07', '05-08', '05-09', '05-10', '05-11', '05-12', '05-13', '05-14', '05-15', '05-16', '05-17', '05-18', '05-19', '05-20', '05-21', '05-22', '05-23', '05-24', '05-25', '05-26', '05-27', '05-28', '05-29']\n"
     ]
    }
   ],
   "source": [
    "print(c_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f1571076",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_list=['12-08', '12-09', '12-10', '12-11', '12-12', '12-15', '12-16', '12-17', '12-18', '12-19', '12-20', '12-21', '12-22', '12-23', '12-24', '12-25', '12-26', '12-27', '12-28', '12-29', '12-30', '12-31', '01-01', '01-02', '01-03', '01-04', '01-05', '01-06', '01-07', '01-08', '01-09', '01-10', '01-11', '01-12', '01-13', '01-14', '01-15', '01-16', '01-17', '01-18', '01-19', '01-20', '01-21', '01-22', '01-23', '01-24', '01-25', '01-26', '01-27', '01-28', '01-29', '01-30', '01-31', '02-01', '02-02', '02-03', '02-04', '02-05', '02-06', '02-07', '02-08', '02-09', '02-10', '02-11', '02-12', '02-13', '02-14', '02-15', '02-16', '02-17', '02-18', '02-19', '02-20', '02-21', '02-22', '02-23', '02-24', '02-25', '02-26', '02-27', '02-28', '02-29', '03-01', '03-02', '03-03', '03-04', '03-05', '03-06', '03-07', '03-08', '03-09', '03-10', '03-11', '03-12', '03-13', '03-14', '03-15', '03-16', '03-17', '03-18', '03-19', '03-20', '03-21', '03-22', '03-23', '03-24', '03-25', '03-26', '03-27', '03-28', '03-29', '03-30', '03-31', '04-01', '04-02', '04-03', '04-04', '04-05', '04-06', '04-07', '04-08', '04-09', '04-10', '04-11', '04-12', '04-13', '04-14', '04-15', '04-16', '04-17', '04-18', '04-19', '04-20', '04-21', '04-22', '04-23', '04-24', '04-25', '04-26', '04-27', '04-28', '04-29', '04-30', '05-01', '05-02', '05-03', '05-04', '05-05', '05-06', '05-07', '05-08', '05-09', '05-10', '05-11', '05-12', '05-13', '05-14', '05-15', '05-16', '05-17', '05-18', '05-19', '05-20', '05-21', '05-22', '05-23', '05-24', '05-25', '05-26', '05-27', '05-28', '05-29']"
   ]
  }
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